{"id":"W4327725284","doi":"10.1097/as9.0000000000000271","title":"Comment on: The AI and I: A Collaboration on Competence","year":2023,"lang":"en","type":"article","venue":"Annals of Surgery Open","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Computer science; Artificial intelligence; Applications of artificial intelligence; Competence (human resources); Turing; Data science; Psychology","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":[0.006119747,0.001013234,0.0009723706,0.0008924545,0.006806107,0.005453153,0.003178727,0.0290581,0.028932],"category_scores_gemma":[0.07205789,0.0004971803,0.00104691,0.0008500994,0.004521915,0.009163057,0.004163584,0.04725906,0.01658068],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006059015,"about_ca_system_score_gemma":0.007427167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01783116,"about_ca_topic_score_gemma":0.01792198,"domain_scores_codex":[0.9937795,0.0016652,0.0005476023,0.000873406,0.002084668,0.001049688],"domain_scores_gemma":[0.9628798,0.0151558,0.001606035,0.001007732,0.01222098,0.007129654],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001778856,0.000004737217,0.0001215923,0.00002925826,0.000001819717,0.0001481321,0.0003190789,0.000008066767,0.00003567561,0.00105047,0.9968756,0.001387799],"study_design_scores_gemma":[0.00001567296,0.00002386783,0.0005507714,0.0002347377,0.000007341308,0.0004538336,0.002580065,0.00008104823,0.0001895538,0.001534797,0.9942767,0.00005160871],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001813117,0.000472297,0.0001419051,0.9563748,0.04070662,0.000009806611,0.00005697098,0.00006680213,0.001989459],"genre_scores_gemma":[0.002981943,0.0003359602,0.0001215586,0.9718687,0.01275785,0.00004080097,0.00003856543,0.00007305113,0.01178154],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0290581,"threshold_uncertainty_score":0.09678721,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6310237430468355,"score_gpt":0.5305074716516851,"score_spread":0.1005162713951504,"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."}}