{"id":"W4404364764","doi":"10.1097/j.jcro.0000000000000135","title":"Our Appreciation","year":2024,"lang":"en","type":"article","venue":"Journal of Cataract and Refractive Surgery Online Case Reports","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003243877,0.00009005927,0.0002185281,0.00026792,0.0002292836,0.0001730892,0.00002359733,0.00009329241,0.00003659936],"category_scores_gemma":[0.002032402,0.00007009363,0.000152799,0.0002563215,0.00005045055,0.00156668,0.000007629637,0.0003866817,0.000002720897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009110784,"about_ca_system_score_gemma":0.001322495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004212412,"about_ca_topic_score_gemma":0.0001763859,"domain_scores_codex":[0.9985504,0.0002457565,0.000517416,0.0001368304,0.0003971098,0.000152541],"domain_scores_gemma":[0.9970163,0.001673707,0.0006859038,0.00007451962,0.0003784284,0.0001711828],"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":[0.000301312,0.00113176,0.05217514,0.0003287465,0.0009682085,0.3751805,0.04260555,0.00001748841,0.0005065982,0.001930902,0.06163245,0.4632213],"study_design_scores_gemma":[0.00003283503,0.00003209335,0.006437098,0.000209014,0.0001373792,0.08113328,0.04238718,0.000007053702,0.00007068337,0.001420064,0.8679788,0.0001544954],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9586428,0.007951111,0.00005066764,0.02760384,0.00397905,0.00006900911,0.000007100085,0.00001997523,0.001676471],"genre_scores_gemma":[0.9930876,0.002587857,0.0001631031,0.0001453181,0.003045433,9.989669e-7,0.00001324763,0.000009428991,0.0009469369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8063464,"threshold_uncertainty_score":0.2858335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08759415206920039,"score_gpt":0.4193231733813103,"score_spread":0.3317290213121099,"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."}}