{"id":"W3123099797","doi":"10.31235/osf.io/ujx8j","title":"Crowd Science: Measurements, Models, and Methods","year":2017,"lang":"en","type":"article","venue":"","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Computer science; Political science; Data science; Econometrics; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.002176432,0.00007482851,0.0000842488,0.0001105719,0.001398607,0.001801651,0.002108417,0.00002453715,0.00001151359],"category_scores_gemma":[0.0003545471,0.00006348902,0.00001420721,0.0002601971,0.0003759241,0.003017927,0.001098427,0.00007026616,0.00001546325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003015967,"about_ca_system_score_gemma":0.0001482233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007879236,"about_ca_topic_score_gemma":0.000005936876,"domain_scores_codex":[0.9989082,0.00002638453,0.0001260911,0.0003567718,0.0003638947,0.0002186795],"domain_scores_gemma":[0.998233,0.00003015613,0.00008312076,0.001275073,0.0002930452,0.00008561333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[5.829796e-7,0.00002472592,0.003349346,0.00000327121,0.000008108661,0.00000110426,0.0004623,0.00004577087,0.005498346,0.7226287,0.0007248084,0.2672529],"study_design_scores_gemma":[0.0009323604,0.00008599619,0.07997186,0.00003650837,0.00001373687,0.00004601944,0.00009772637,0.4327998,0.0588273,0.4125746,0.01376866,0.0008455243],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003111016,0.00002386399,0.9204956,0.00187946,0.0002338533,0.00008673155,2.147671e-7,0.0001183024,0.07405092],"genre_scores_gemma":[0.3728595,0.000001241532,0.6263493,0.0002208959,0.00001230369,0.000004379822,5.289882e-8,0.00000264144,0.0005496886],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.432754,"threshold_uncertainty_score":0.9999014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1458348415719646,"score_gpt":0.4174377797484221,"score_spread":0.2716029381764575,"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."}}