{"id":"W2322142303","doi":"10.1097/opx.0000000000000846","title":"Ready for a Revolution in Contact Lenses?","year":2016,"lang":"en","type":"editorial","venue":"Optometry and Vision Science","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Contact lens; Optometry; Theme (computing); Medicine; Ophthalmology; Sociology; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005120303,0.0008307105,0.0006894012,0.001280713,0.001711465,0.008229845,0.001196969,0.008480961,0.02974563],"category_scores_gemma":[0.01329608,0.0004034147,0.0007790524,0.00093462,0.003208231,0.01146258,0.002536868,0.01147229,0.0132771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002763191,"about_ca_system_score_gemma":0.003177692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002050068,"about_ca_topic_score_gemma":0.003293402,"domain_scores_codex":[0.9960877,0.0006030481,0.0002553359,0.0005181439,0.002062475,0.000473385],"domain_scores_gemma":[0.9931518,0.002027474,0.0005902717,0.0003479809,0.002143253,0.001739162],"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":[0.0001293479,0.0000406527,0.0002570587,0.0007296471,0.00001306199,0.0002572238,0.0003884897,0.0000235533,0.000779298,0.02614408,0.8604308,0.1108067],"study_design_scores_gemma":[0.000009167707,0.00003854532,0.0001290476,0.0001654755,0.000003549389,0.0002552412,0.0002759818,0.00001284019,0.0002576273,0.003874815,0.9949674,0.00001032405],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.001140208,0.317863,0.001386955,0.5193884,0.1363732,0.00002161648,0.0001298942,0.0003363507,0.02336046],"genre_scores_gemma":[0.02664658,0.3069325,0.003453562,0.3630364,0.1564418,0.00007141717,0.0002663723,0.0005690516,0.1425824],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.02974563,"threshold_uncertainty_score":0.09950906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01716956862337122,"score_gpt":0.4330955299182611,"score_spread":0.4159259612948899,"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."}}