{"id":"W4281623401","doi":"10.21203/rs.3.rs-1656121/v1","title":"Balancing closure and discovery: Adaptive expertise in the workplace","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Closure (psychology); Adaptability; Health care; Psychology; Medical education; Field (mathematics); Knowledge management; Nursing; Medicine; Computer science; Political science; Management","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":[0.007278034,0.0002498699,0.0003393676,0.0009382475,0.003219024,0.003720087,0.001154242,0.001543892,0.002249601],"category_scores_gemma":[0.02282543,0.0003133588,0.0002950842,0.0004194345,0.01078347,0.003304759,0.007678548,0.001750793,0.0002449583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001732718,"about_ca_system_score_gemma":0.003754527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001071633,"about_ca_topic_score_gemma":0.0012799,"domain_scores_codex":[0.9860827,0.009977776,0.0003578717,0.0009659818,0.001528456,0.001087141],"domain_scores_gemma":[0.9717262,0.016636,0.004068492,0.00186972,0.001524896,0.004174687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003948354,0.001018506,0.1174737,0.001060426,0.00007756404,0.004587202,0.6270591,0.001708168,0.02172461,0.02854477,0.005348115,0.1910029],"study_design_scores_gemma":[0.0002003032,0.002220113,0.1952187,0.001710933,0.0001145763,0.008998559,0.5904654,0.00977997,0.01371617,0.108377,0.06892318,0.0002751577],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9475356,0.0005676931,0.02451836,0.004438875,0.00007250263,0.00008629975,0.00001257396,0.00010998,0.02265821],"genre_scores_gemma":[0.9963671,0.0000601122,0.002946171,0.0001193319,0.0000153684,0.00001478983,0.000003774675,0.000005795537,0.0004676619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007278034,"threshold_uncertainty_score":0.03849041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06744347194971431,"score_gpt":0.4413722101381733,"score_spread":0.3739287381884591,"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."}}