{"id":"W3117061355","doi":"10.1097/ico.0000000000002644","title":"Surgeon Preference for Keratoplasty Techniques and Barriers to Performing Deep Anterior Lamellar Keratoplasty","year":2020,"lang":"en","type":"article","venue":"Cornea","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital","funders":"","keywords":"Medicine; Ophthalmology; Corneal transplantation; Preference; Surgery; Cornea; Mathematics","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":[0.001991183,0.0001287395,0.0001732209,0.0007543464,0.0005140841,0.0007414843,0.0003503811,0.0003999999,0.006285582],"category_scores_gemma":[0.01745243,0.0001561283,0.0003218318,0.0007111314,0.0004317152,0.0004723751,0.0007681842,0.0004087772,0.0005233373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005147691,"about_ca_system_score_gemma":0.002133598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006507385,"about_ca_topic_score_gemma":0.01229414,"domain_scores_codex":[0.9979905,0.0005716296,0.0003724682,0.0001498438,0.0006124843,0.0003030683],"domain_scores_gemma":[0.9744075,0.009393071,0.01113996,0.0004349733,0.001873721,0.002750695],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000960936,0.00008366196,0.9908234,0.00009564068,0.00002409697,0.0001583204,0.001120725,0.00007065727,0.0003799978,0.00004293611,0.0003975975,0.006706938],"study_design_scores_gemma":[0.00001034791,0.0002136778,0.9881566,0.000107591,0.00001500148,0.0011759,0.008635975,0.000297922,0.0001613159,0.00006509334,0.001143624,0.00001692385],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973999,0.0002964343,0.0001343409,0.000554545,0.00001192874,0.00001621505,0.00009535952,0.000004373826,0.001486931],"genre_scores_gemma":[0.999,0.0002447852,0.000245058,0.0001073415,0.0000116941,0.00001137026,0.00005768791,0.00000334381,0.0003188131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006507385,"threshold_uncertainty_score":0.02102733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02681718462071492,"score_gpt":0.2491200178161088,"score_spread":0.2223028331953939,"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."}}