{"id":"W2903840205","doi":"10.1097/ijg.0000000000001131","title":"K-RIM (Corneal Rim) Angle Surgery Training Model","year":2018,"lang":"en","type":"article","venue":"Journal of Glaucoma","topic":"Glaucoma and retinal disorders","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of British Columbia; University of Ottawa; University of Calgary; University of Alberta","funders":"","keywords":"Cadaveric spasm; Medicine; Gonioscopy; Glaucoma surgery; Glaucoma; Computer science; Biomedical engineering; Surgery; Ophthalmology","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":[0.000567143,0.0001641618,0.0005355725,0.0002590536,0.0001003861,0.00002304779,0.0001306053,0.000115437,0.000186413],"category_scores_gemma":[0.0002302334,0.0001217322,0.0003867283,0.0002144416,0.0001719569,0.0001509334,0.00002653974,0.0003480359,0.00005059731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000549489,"about_ca_system_score_gemma":0.0003981778,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001280124,"about_ca_topic_score_gemma":0.0000110422,"domain_scores_codex":[0.9984304,0.00004758827,0.0006032216,0.0001387682,0.0004294878,0.0003505856],"domain_scores_gemma":[0.9986941,0.0001198128,0.000348236,0.0001890026,0.0003554398,0.0002933943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001662542,0.0005102288,0.8850355,0.0001124221,0.0002833726,0.0009718204,0.002394045,0.000001004651,0.01711498,0.0003844211,0.07273117,0.01879853],"study_design_scores_gemma":[0.00254191,0.001725951,0.9618692,0.0006031697,0.0003556939,0.005605508,0.001370843,0.008473678,0.003174111,0.00214754,0.01179245,0.0003399344],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886445,0.0004789646,0.001674236,0.00181062,0.0005632806,0.00008115097,0.00000209103,0.00002381646,0.006721389],"genre_scores_gemma":[0.9943621,0.00006977582,0.002865978,0.0009412798,0.001030023,9.557866e-7,0.000002314689,0.00003116894,0.0006964222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07683374,"threshold_uncertainty_score":0.4964094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04834410227482489,"score_gpt":0.2849905396084179,"score_spread":0.236646437333593,"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."}}