{"id":"W4404722239","doi":"10.12968/opti.2022.266.6859.29","title":"CPD: A lifetime of contact lens wear","year":2022,"lang":"en","type":"article","venue":"Optician","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Contact lens; Lens (geology); Materials science; Optometry; Optics; Physics; Medicine","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":[0.0004960494,0.0002776672,0.0002707625,0.0004044776,0.001973602,0.001503249,0.0002844542,0.001805843,0.006979902],"category_scores_gemma":[0.001941266,0.0001136985,0.0002919309,0.0003662237,0.0009229708,0.001335088,0.001676271,0.002740823,0.001721386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000741625,"about_ca_system_score_gemma":0.001201242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004069577,"about_ca_topic_score_gemma":0.01101214,"domain_scores_codex":[0.9994135,0.00008673518,0.00006984059,0.00005351913,0.0002658844,0.000110475],"domain_scores_gemma":[0.9991896,0.000137504,0.000153256,0.00002154939,0.0001400631,0.0003579788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000139444,0.0001853612,0.04494277,0.0005255555,0.00004111384,0.01422213,0.004246844,0.00007077368,0.002811386,0.005003785,0.6101126,0.3176982],"study_design_scores_gemma":[0.00000947829,0.000228468,0.03876271,0.001294036,0.00002228014,0.04321478,0.008107135,0.00008505855,0.0003522199,0.001820128,0.9060398,0.00006389576],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.103752,0.1054851,0.006478561,0.5325817,0.05397584,0.000135537,0.0006216664,0.0006049609,0.1963646],"genre_scores_gemma":[0.4982868,0.08887074,0.003186889,0.2348753,0.03623538,0.0001578748,0.0004319765,0.0002225959,0.1377325],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006979902,"threshold_uncertainty_score":0.02335012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01249238586303519,"score_gpt":0.2452644889137112,"score_spread":0.232772103050676,"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."}}