{"id":"W4206679989","doi":"10.1017/cjn.2021.282","title":"C.6 Action-Related Fixation in Microsuturing, a New Gaze Behavior Metric to Differentiate the Level of Expertise","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Anatomy and Medical Technology","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Hospital Edmonton; Workers Compensation Board of Alberta","funders":"","keywords":"Gaze; Fixation (population genetics); Eye tracking; Eye movement; Action (physics); Psychology; Medicine; Surgery; Artificial intelligence; Computer science; Ophthalmology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005997496,0.0004492469,0.0002033985,0.001576313,0.0002326363,0.0004058238,0.0002770231,0.0004647733,0.00469713],"category_scores_gemma":[0.003299514,0.00009992078,0.0003581151,0.0005378712,0.0002194881,0.0004302557,0.0005221681,0.0002904581,0.0004311701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005728943,"about_ca_system_score_gemma":0.0002979494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005480101,"about_ca_topic_score_gemma":0.005949814,"domain_scores_codex":[0.9995182,0.0000634809,0.00005085213,0.0001177176,0.0001899219,0.00005983326],"domain_scores_gemma":[0.9976856,0.0007216224,0.0007157503,0.0001189388,0.0005023224,0.0002557528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00224861,0.0004161871,0.575536,0.0008120081,0.0003048408,0.0003210259,0.001511163,0.005531212,0.2031777,0.001210724,0.003490845,0.2054396],"study_design_scores_gemma":[0.00002264173,0.0007101552,0.9803995,0.00004712826,0.00005215518,0.0005478464,0.000240132,0.00720144,0.008890726,0.0002923813,0.001562951,0.00003291602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9751545,0.0008338499,0.01369684,0.0000576688,0.00002981962,0.0001418355,0.001209979,0.0002419605,0.008633352],"genre_scores_gemma":[0.9906693,0.0001662487,0.006975271,0.00002405155,0.00001306883,0.0001123059,0.0006900654,0.00002623025,0.001323473],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005480101,"threshold_uncertainty_score":0.01571351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06961067631636232,"score_gpt":0.2872998086106942,"score_spread":0.2176891322943318,"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."}}