{"id":"W2324137299","doi":"10.1177/0002764214556811","title":"Networked Work and Network Research","year":2015,"lang":"en","type":"article","venue":"American Behavioral Scientist","topic":"Knowledge Management and Sharing","field":"Social Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; York University","funders":"University of Toronto; Eli Lilly and Company","keywords":"Work (physics); Data science; Sociology; Computer science; Public relations; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01468093,0.0004475381,0.0005979979,0.005325217,0.007663539,0.0125692,0.001636111,0.003923669,0.008966104],"category_scores_gemma":[0.02563018,0.000352406,0.0004384283,0.00764566,0.03240908,0.02625597,0.006201322,0.005123967,0.000850438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007165047,"about_ca_system_score_gemma":0.005496406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005953778,"about_ca_topic_score_gemma":0.00618659,"domain_scores_codex":[0.9860758,0.01008346,0.0003681274,0.00146679,0.00129942,0.0007063882],"domain_scores_gemma":[0.9339998,0.05469987,0.00345244,0.003451718,0.001857623,0.002538558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002296683,0.00004776279,0.003867014,0.000519847,0.00002840285,0.000105162,0.02013409,0.0004396923,0.00004656613,0.9286847,0.01113587,0.03496808],"study_design_scores_gemma":[0.00001905144,0.00006908642,0.004751849,0.003123314,0.00002370307,0.0002788187,0.05036489,0.0008093569,0.0001268282,0.6361822,0.3042147,0.0000362947],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0616272,0.1670268,0.02324812,0.3165259,0.006377286,0.0001128975,0.0002451075,0.00009209141,0.4247445],"genre_scores_gemma":[0.8145468,0.1395388,0.007289815,0.02058012,0.004753026,0.0003299537,0.0001320727,0.00009204347,0.01273738],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01468093,"threshold_uncertainty_score":0.07764113,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.201501584165096,"score_gpt":0.4559604461390696,"score_spread":0.2544588619739735,"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."}}