{"id":"W2168062284","doi":"","title":"Impact of cognitive imaging and sex differences on the development of laparoscopic suturing skills.","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Medicine; Concordance; Context (archaeology); Cognition; Analysis of variance; Test (biology); Internal medicine; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001520738,0.00005354249,0.0001330715,0.00004119688,0.00002778938,0.00000463681,0.00001977235,0.00001254246,0.0000493187],"category_scores_gemma":[0.0001495337,0.00002920878,0.00002869983,0.00005760026,0.00004822767,0.00002091672,0.00001263638,0.00005075534,6.650035e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001807352,"about_ca_system_score_gemma":0.00001841963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004705515,"about_ca_topic_score_gemma":0.00000259428,"domain_scores_codex":[0.9995484,0.00001604198,0.0001402754,0.00007217697,0.0001125414,0.0001105966],"domain_scores_gemma":[0.9994697,0.0003648927,0.00005097016,0.00003898372,0.00002411794,0.00005134704],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003126292,0.00006490308,0.552173,0.000007662381,0.00004641647,4.698275e-7,0.001527647,0.000002828921,0.000009721329,0.0000202932,0.000001519322,0.4461142],"study_design_scores_gemma":[0.00113398,0.00001302174,0.9948637,0.000066603,0.00001415057,9.258096e-7,0.0002490414,0.0000951094,0.003481469,0.000008371401,0.00004348495,0.00003014471],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926919,0.00005132627,0.00001041001,0.0001099301,0.00001568854,0.0002068477,0.000001391883,0.000008438183,0.006904117],"genre_scores_gemma":[0.9997584,0.000005468078,0.00004064231,0.00006177545,0.00003462505,0.00003404691,0.00000175637,0.000003418789,0.00005983826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4460841,"threshold_uncertainty_score":0.1191099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0344513752508557,"score_gpt":0.2933452404940105,"score_spread":0.2588938652431548,"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."}}