{"id":"W4319790968","doi":"10.1177/22925503231153441","title":"Time Does Not Necessarily Make A “Real Expert”","year":2023,"lang":"en","type":"article","venue":"Plastic Surgery","topic":"Epistemology, Ethics, and Metaphysics","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"","keywords":"Psychology; Computer science","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":[0.01719992,0.000702637,0.0007904997,0.001208443,0.008993695,0.01047741,0.002488304,0.01178768,0.01748643],"category_scores_gemma":[0.04900681,0.0006018244,0.0006875002,0.0005744239,0.04928779,0.02744906,0.009247216,0.01425917,0.004795178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002954319,"about_ca_system_score_gemma":0.007989631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001506078,"about_ca_topic_score_gemma":0.00212504,"domain_scores_codex":[0.9788179,0.01038694,0.0009795106,0.00293854,0.004571293,0.002305734],"domain_scores_gemma":[0.9604914,0.01865166,0.003478007,0.004830328,0.006133965,0.006414588],"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":[0.00003357765,0.00003576379,0.0003062637,0.00008663801,0.0000204856,0.0001136958,0.005899005,0.0001694928,0.0002855824,0.9694434,0.01608857,0.007517524],"study_design_scores_gemma":[0.00003321808,0.00003918386,0.0002345127,0.0002774364,0.00001945212,0.0003599939,0.0102785,0.0002579497,0.00049269,0.8267433,0.1612137,0.00004995025],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.02254773,0.003816362,0.04625168,0.3989817,0.008007158,0.00008649474,0.00007935698,0.0001156518,0.5201138],"genre_scores_gemma":[0.8149641,0.002292678,0.01564847,0.08703366,0.0030848,0.0002245583,0.00008372122,0.000311978,0.076356],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.01748643,"threshold_uncertainty_score":0.09096295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07635507316081018,"score_gpt":0.2652210041678563,"score_spread":0.1888659310070461,"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."}}