{"id":"W3007678642","doi":"10.1097/acm.0000000000003217","title":"“Needle Back”: Remembering My First Suture","year":2020,"lang":"en","type":"letter","venue":"Academic Medicine","topic":"Medical and Biological Sciences","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Fibrous joint; Surgery; Forceps; Mistake; Anatomy; General surgery; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0005346659,0.0005541293,0.001381083,0.0001248603,0.0001415861,0.000007679045,0.0007621434,0.002360369,0.01300185],"category_scores_gemma":[0.002434656,0.0002883998,0.0001741292,0.0006604916,0.001052134,0.00005523396,0.0002370737,0.008864473,0.001231511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009161066,"about_ca_system_score_gemma":0.000135699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008307543,"about_ca_topic_score_gemma":0.000002122131,"domain_scores_codex":[0.9956343,0.00009025901,0.0008858689,0.001001178,0.001521365,0.0008670301],"domain_scores_gemma":[0.9978889,0.000570825,0.0003076045,0.0004130113,0.00008022159,0.0007394097],"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":[0.0000327873,0.000004129192,0.0008810844,0.0006644953,0.00005127938,0.0009187083,0.0003098976,5.270767e-8,0.0008201664,0.00002444792,0.9951505,0.001142461],"study_design_scores_gemma":[0.0009508312,0.0006814411,0.0003466286,0.002105587,0.000230598,0.0002620713,0.0001630048,0.00004817922,0.0000471505,0.0009131626,0.9939166,0.0003347381],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.000844871,0.003036588,0.00005159221,0.9663154,0.001450805,0.0005458015,0.00001174319,0.0001797352,0.02756347],"genre_scores_gemma":[0.003786247,0.002997781,0.0001122447,0.9197307,0.04574007,0.00002414835,0.0004724356,0.00003698719,0.02709938],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04658469,"threshold_uncertainty_score":0.9999568,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07663810138588657,"score_gpt":0.3072406803955142,"score_spread":0.2306025790096277,"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."}}