{"id":"W2246931981","doi":"10.3928/1542-8877-20010501-12","title":"Microbubble Retention and Failed Macular Hole Surgery","year":2001,"lang":"en","type":"article","venue":"Ophthalmic surgery, lasers & imaging retina","topic":"Retinal and Macular Surgery","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Macular hole; Medicine; Maculopathy; Ophthalmology; Epiretinal membrane; Surgery; Vitrectomy; Retinopathy; Visual acuity","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00166803,0.0004746642,0.0009973559,0.000562379,0.0002396043,0.000129626,0.0001016604,0.0001435651,0.0005022059],"category_scores_gemma":[0.0006521321,0.0004468135,0.0006574815,0.0006786317,0.0002786853,0.000305909,0.0001075263,0.000360756,0.0001635707],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001130984,"about_ca_system_score_gemma":0.0001993238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002623798,"about_ca_topic_score_gemma":0.000001808618,"domain_scores_codex":[0.9967592,0.0002075985,0.0007504986,0.000863353,0.0005253674,0.0008940269],"domain_scores_gemma":[0.9976823,0.0007293866,0.0002933986,0.0006364232,0.0002185439,0.0004399586],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004541783,0.0001520542,0.9087251,0.0002636797,0.0001045184,0.006573162,0.00004476778,0.000002153966,0.02608474,0.000009414199,0.03879184,0.01879434],"study_design_scores_gemma":[0.00192789,0.0001250042,0.7163154,0.003395662,0.0007864798,0.02860561,0.0007272894,0.001233404,0.02681606,0.0003662218,0.2174941,0.002206875],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866143,0.002948515,0.00008148311,0.003193673,0.0008186153,0.0003595269,0.0000108709,0.0002392724,0.005733732],"genre_scores_gemma":[0.9931092,0.001496644,0.0003317566,0.0006053329,0.0002779506,0.00004004849,0.0002590613,0.0001084886,0.003771524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1924097,"threshold_uncertainty_score":0.9997984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02170458664014763,"score_gpt":0.2501544232650689,"score_spread":0.2284498366249213,"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."}}