{"id":"W4414782919","doi":"10.1097/xcs.0000000000001562","title":"Ophthalmic Surgery","year":2025,"lang":"en","type":"article","venue":"Journal of the American College of Surgeons","topic":"History of Medicine Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Glaucoma; Glaucoma surgery; Uveitis; Cohort; Retrospective cohort study; Trabeculectomy; Glaucoma medication; Cohort study","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006372529,0.001068213,0.0008578553,0.002475593,0.00176663,0.002836351,0.0009269186,0.001408542,0.3164578],"category_scores_gemma":[0.002300314,0.00041023,0.001594868,0.001632119,0.0005623589,0.001611862,0.002546748,0.002247051,0.159521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00120684,"about_ca_system_score_gemma":0.002595196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004300118,"about_ca_topic_score_gemma":0.00439615,"domain_scores_codex":[0.9991623,0.00008018194,0.0001134644,0.000178844,0.00031785,0.0001472493],"domain_scores_gemma":[0.9988227,0.0001176476,0.0001530663,0.0002487225,0.0003950128,0.0002627196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004001783,0.0002092828,0.008376818,0.0009160466,0.0001332123,0.003704848,0.0001211881,0.0002062662,0.00214436,0.008483673,0.3352697,0.6400345],"study_design_scores_gemma":[0.0001222704,0.0001629803,0.01123836,0.001248534,0.0001072512,0.02251377,0.0002650725,0.0004245756,0.001154514,0.00716156,0.9555435,0.00005776741],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02113933,0.0539593,0.01273819,0.0105774,0.01245696,0.0006826259,0.01363079,0.004385137,0.8704303],"genre_scores_gemma":[0.1630283,0.05375109,0.01943696,0.01356998,0.007409106,0.0007289009,0.02251343,0.001884991,0.7176771],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3164578,"threshold_uncertainty_score":0.97499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02280776021400457,"score_gpt":0.2445002774855614,"score_spread":0.2216925172715569,"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."}}