{"id":"W4253532363","doi":"10.22215/timreview657","title":"How Can Entrepreneurs Motivate Crowdsourcing Participants?","year":2013,"lang":"en","type":"article","venue":"Technology Innovation Management Review","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Crowdsourcing; Face (sociological concept); Limited resources; Business; Crowd sourcing; Marketing; Knowledge management; Public relations; Computer science; Data science; Risk analysis (engineering); Political science; Sociology; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":{"n_in":0,"stratum":"aff_core","weight":5595.2375,"opus":{"tier":"OUT","genre":"conceptual","about_ca":false,"confidence":"high","reason":"Practitioner article on how technology entrepreneurs can motivate crowdsourcing participants; the object is business practice, not research."},"gpt":{"tier":"OUT","genre":"conceptual","about_ca":false,"confidence":"low","reason":"The work concerns motivating crowdsourcing participants for entrepreneurship, not research itself, and the abstract is incomplete."},"grok":{"tier":"OUT","genre":"conceptual","about_ca":false,"confidence":"high","reason":"Entrepreneurship piece on motivating crowdsourcing participants; not about research practice."}},"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02590264,0.0004472913,0.0005615095,0.001276435,0.004226688,0.006591139,0.001579569,0.003986961,0.03136992],"category_scores_gemma":[0.082164,0.0002575542,0.0005292933,0.001591997,0.00253289,0.006010583,0.004615501,0.002053046,0.008516696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002799111,"about_ca_system_score_gemma":0.006992952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003435777,"about_ca_topic_score_gemma":0.005060248,"domain_scores_codex":[0.9857179,0.008209204,0.0003208978,0.001046329,0.002762317,0.001943277],"domain_scores_gemma":[0.9252864,0.04447513,0.006358405,0.005360931,0.01096528,0.007553746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0007208288,0.001267852,0.08872207,0.002626892,0.0001623909,0.001077725,0.0180491,0.001810195,0.003176425,0.1158264,0.2018051,0.564755],"study_design_scores_gemma":[0.0005132027,0.0006589656,0.06332983,0.003756306,0.0001904824,0.0005604857,0.0480391,0.004732841,0.004393473,0.2131721,0.6604927,0.0001605214],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3036537,0.007485575,0.02558994,0.2515362,0.004752418,0.001894695,0.0008792057,0.0005129161,0.4036954],"genre_scores_gemma":[0.9310138,0.00317379,0.004498602,0.01856056,0.001463492,0.001541962,0.0002824548,0.00009761368,0.03936787],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03136992,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02815967728101989,"score_gpt":0.2693424507382026,"score_spread":0.2411827734571827,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}