{"id":"W4388124092","doi":"10.15353/cjo.v84i1.4694","title":"Top Tips for Marketing Specialty Contact Lenses","year":2022,"lang":"en","type":"article","venue":"Canadian journal of optometry/CJO. Canadian journal of optometry","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Association Of Optometrists","funders":"","keywords":"Specialty; Contact lens; Business; Optometry; Marketing; Ophthalmology; Medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00509599,0.001345188,0.0008130222,0.002728218,0.002543504,0.009342584,0.00112433,0.007703239,0.135044],"category_scores_gemma":[0.01689483,0.0006285288,0.0010452,0.001242682,0.001715598,0.009697425,0.002272002,0.006157581,0.05939992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002567608,"about_ca_system_score_gemma":0.005738046,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005656005,"about_ca_topic_score_gemma":0.01504343,"domain_scores_codex":[0.9934829,0.0006335038,0.0003824653,0.0003474769,0.004665623,0.0004880279],"domain_scores_gemma":[0.984785,0.002369842,0.001271325,0.0003626609,0.006411464,0.004799829],"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":[0.000114892,0.0002104268,0.001115095,0.0004830669,0.00002184484,0.0003802709,0.000127748,0.0001071762,0.001899949,0.004513883,0.7295865,0.2614392],"study_design_scores_gemma":[0.00008693891,0.0001600238,0.002683392,0.0008519299,0.00002421557,0.0008363115,0.0006556078,0.0002067358,0.001171924,0.006902302,0.986343,0.00007762371],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.007236076,0.07158213,0.009661364,0.6339185,0.03083922,0.0005272117,0.001269728,0.003264941,0.2417008],"genre_scores_gemma":[0.08846054,0.1084218,0.04518722,0.3078209,0.04763561,0.0006875238,0.001891084,0.002376377,0.397519],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.135044,"threshold_uncertainty_score":0.4517671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2482167744099024,"score_gpt":0.5238333228042563,"score_spread":0.2756165483943539,"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."}}