{"id":"W1995709047","doi":"10.1097/01.opx.0000250045.85499.55","title":"The Pathogenesis of Contact Lens‐Related Keratitis","year":2006,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cegep de Sept Iles","funders":"National Eye Institute","keywords":"Contact lens; Lens (geology); Optometry; Keratitis; Cornea; Sight; Medicine; Eye care; Multidisciplinary approach; Intensive care medicine; Optics; Ophthalmology; Political science; Physics","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":[0.0006047982,0.0000654854,0.0001314164,0.0001071078,0.0003008975,0.00004950977,0.00009289494,0.00003684527,0.00002895117],"category_scores_gemma":[0.00009186858,0.00003903343,0.00004131052,0.0008439481,0.0002765628,0.0001685395,0.0000436501,0.00006471032,0.00001161034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001244084,"about_ca_system_score_gemma":0.00005758902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003161765,"about_ca_topic_score_gemma":0.00000165976,"domain_scores_codex":[0.9990864,0.00001966444,0.0001811397,0.0001830596,0.0003649249,0.0001648477],"domain_scores_gemma":[0.9994339,0.00009735374,0.00006047984,0.0002221896,0.0001322351,0.0000538455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003426248,0.00005211123,0.3223153,0.00001679729,0.000006767787,0.00001096021,0.00003578877,0.000001577138,0.6517615,0.003356016,0.00004665325,0.02236227],"study_design_scores_gemma":[0.0004036329,0.0002073017,0.9641405,0.00005184345,0.00001599049,0.00001293389,0.00007739945,0.0003868666,0.03153345,0.00005677211,0.003058124,0.00005515534],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927475,0.001269016,0.00009271669,0.0004676548,0.0001021083,0.00009546365,0.000002822345,0.00001251823,0.00521014],"genre_scores_gemma":[0.9988205,0.0002806052,0.0002177329,0.00008417492,0.00001471281,0.000001121879,0.000001116205,0.000003588861,0.0005764675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6418253,"threshold_uncertainty_score":0.2314291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0082379241066052,"score_gpt":0.347411870754319,"score_spread":0.3391739466477138,"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."}}