{"id":"W2040122764","doi":"10.1097/01.opx.0000195569.36185.fd","title":"Tear Breakup Dynamics: A Technique for Quantifying Tear Film Instability","year":2006,"lang":"en","type":"article","venue":"Optometry and Vision Science","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"National Eye Institute","keywords":"Breakup; Ophthalmology; Cornea; Medicine; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008401493,0.0007002011,0.0005661365,0.002621456,0.0003756752,0.0006824922,0.0004691075,0.000633885,0.001485031],"category_scores_gemma":[0.001539052,0.0002377962,0.0003599591,0.001014952,0.0003361939,0.0008267995,0.0005326962,0.0006915178,0.0003902747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003541249,"about_ca_system_score_gemma":0.0002146201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001113104,"about_ca_topic_score_gemma":0.001346256,"domain_scores_codex":[0.9992268,0.0001912358,0.00006300234,0.0001782196,0.0002977216,0.00004303231],"domain_scores_gemma":[0.9988574,0.0002986078,0.0003996172,0.00008385751,0.0002811336,0.00007938727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007211943,0.0001333333,0.03244348,0.0007631022,0.0001268214,0.0001566857,0.0002658632,0.0002352768,0.9005002,0.0001505844,0.0004692521,0.06403426],"study_design_scores_gemma":[0.0001327974,0.004214361,0.5440834,0.0002233455,0.0004951287,0.005796693,0.0005856256,0.01144871,0.4230213,0.0003864401,0.009448828,0.0001633772],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8218081,0.0297206,0.1411269,0.0002731349,0.0002688677,0.0007415041,0.001628342,0.0008086878,0.003623832],"genre_scores_gemma":[0.9238101,0.005626449,0.06720416,0.00017322,0.0001770814,0.0005337768,0.0005845141,0.00007315978,0.001817489],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.002621456,"threshold_uncertainty_score":0.004967868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01717696147801226,"score_gpt":0.4060141343303353,"score_spread":0.3888371728523231,"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."}}