{"id":"W4285228688","doi":"10.2139/ssrn.4107084","title":"Observational Learning and Firm Dynamics","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Firm Innovation and Growth","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Observational study; Dynamics (music); Observational learning; Econometrics; Psychology; Economics; Mathematics education; Mathematics; Statistics; Experiential learning; Pedagogy","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":[],"consensus_categories":[],"category_scores_codex":[0.004987262,0.000225255,0.000586055,0.001345393,0.0005686114,0.002101146,0.0008341033,0.001528524,0.01047684],"category_scores_gemma":[0.05976178,0.0003558107,0.0004527632,0.001091501,0.002203201,0.004871089,0.001671955,0.001809947,0.0006131367],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000773887,"about_ca_system_score_gemma":0.0004919314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002913973,"about_ca_topic_score_gemma":0.002828397,"domain_scores_codex":[0.9990754,0.0004724811,0.00006152705,0.0001921263,0.000119218,0.00007918161],"domain_scores_gemma":[0.9101487,0.07180512,0.009265057,0.005409107,0.001753928,0.001617997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0002013762,0.0003327554,0.1196434,0.000198149,0.0001885609,0.0005051293,0.001327643,0.04863043,0.0006092708,0.7385616,0.005678419,0.0841234],"study_design_scores_gemma":[0.00003756038,0.00005529761,0.02520619,0.00005810629,0.00003976815,0.0001649075,0.0004356724,0.1090556,0.0002428963,0.8608333,0.003840137,0.00003064674],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8405087,0.003118483,0.1101942,0.01640563,0.0001587882,0.00005551047,0.001292986,0.00031647,0.02794916],"genre_scores_gemma":[0.994304,0.0007018519,0.001618239,0.0001297688,0.00007991651,0.0000108303,0.0002135526,0.00001380238,0.002928058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01047684,"threshold_uncertainty_score":0.0350486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02130907867661407,"score_gpt":0.2168492567726863,"score_spread":0.1955401780960723,"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."}}