{"id":"W3135615239","doi":"10.5465/amr.2019.0279","title":"Open Theorizing in Management and Organization Studies","year":2021,"lang":"en","type":"article","venue":"Academy of Management Review","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Organization studies; Open science; Sociology; Open data; Organizational behavior; Organizational theory; Knowledge management; Public relations; Management; Political science; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.05393001,0.0006463126,0.00131447,0.01141965,0.007620117,0.01579989,0.00243921,0.005104032,0.005296079],"category_scores_gemma":[0.0760814,0.000616,0.0009373017,0.01226453,0.05716668,0.02651289,0.01250349,0.009568478,0.0005444997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007310297,"about_ca_system_score_gemma":0.00880159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002624395,"about_ca_topic_score_gemma":0.002685701,"domain_scores_codex":[0.9597443,0.02972135,0.001332965,0.001854643,0.005902635,0.001443973],"domain_scores_gemma":[0.808302,0.1693152,0.006165917,0.008100428,0.005258401,0.002858117],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003675176,0.00001800314,0.0003099141,0.0002165766,0.0000106322,0.00005419174,0.004071684,0.0001835491,0.00002775427,0.9835907,0.002237306,0.009276045],"study_design_scores_gemma":[0.000004602225,0.000008764913,0.0001966688,0.001047761,0.000006060125,0.00004279353,0.002646844,0.0002159061,0.00005747301,0.9589509,0.0368153,0.000006978101],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.0218162,0.2826233,0.1543817,0.3035656,0.008900912,0.0002103724,0.000125431,0.0001384004,0.2282381],"genre_scores_gemma":[0.7517979,0.1397976,0.0588764,0.03169144,0.007897971,0.0008158971,0.0001685064,0.0001893765,0.008764938],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.94607,"threshold_uncertainty_score":0.2852125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04775630219182368,"score_gpt":0.3094978388876067,"score_spread":0.261741536695783,"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."}}