{"id":"W2581886429","doi":"10.2147/opth.s127035","title":"Randomized, masked, in vitro comparison of three commercially available tear film osmometers","year":2017,"lang":"en","type":"article","venue":"Clinical ophthalmology","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Winnipeg; University of Manitoba","funders":"","keywords":"Medicine; Ophthalmology; Randomized controlled trial; Optometry; Surgery","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":[0.002166112,0.0001938378,0.002285165,0.0001029511,0.00009217844,0.00001723713,0.0004311726,0.0004177756,0.0008137872],"category_scores_gemma":[0.003314321,0.0001605108,0.0005436349,0.0000630437,0.0008942913,0.0000786727,0.0002060581,0.0006680413,0.0003895903],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002478981,"about_ca_system_score_gemma":0.0001492172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005311793,"about_ca_topic_score_gemma":0.00003295783,"domain_scores_codex":[0.9972955,0.0004148809,0.001313188,0.0003994927,0.0002025514,0.0003743666],"domain_scores_gemma":[0.9964936,0.0014927,0.0005889559,0.001150438,0.0001052077,0.0001690427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.07103934,0.0008221407,0.9237888,0.00005664474,0.0002075931,0.0005284543,0.00004773614,0.000002639889,0.0007976904,0.0001427346,0.0003891652,0.002177043],"study_design_scores_gemma":[0.3159436,0.001917599,0.671509,0.0002233602,0.0005147851,0.0001811532,0.0001159639,0.00210674,0.002890654,0.001326274,0.002853365,0.0004174826],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9705752,0.0004379407,0.000039684,0.001881277,0.0006956437,0.0006214472,0.000007749027,0.00001657007,0.02572446],"genre_scores_gemma":[0.996264,0.00005664184,0.001477852,0.0002935146,0.0001141658,0.00002109261,0.00001658052,0.000025176,0.001730957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2522798,"threshold_uncertainty_score":0.89104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1483913927486305,"score_gpt":0.4285055629467953,"score_spread":0.2801141701981648,"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."}}