{"id":"W3184345081","doi":"","title":"Real-world effectiveness of lifitegrast in dry eye disease patients across clinical practices in the US and Canada","year":2021,"lang":"en","type":"article","venue":"","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Optometry; Disease; Medicine; Geography; Internal medicine","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":[0.001814616,0.0001854346,0.0006554124,0.0006850251,0.001891355,0.002247879,0.001049251,0.0006142106,0.002657167],"category_scores_gemma":[0.0120732,0.0002201852,0.0007826843,0.002331817,0.001178403,0.0008808366,0.001246585,0.001126312,0.0001543548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03742011,"about_ca_system_score_gemma":0.03123865,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.963663,"about_ca_topic_score_gemma":0.9836099,"domain_scores_codex":[0.9959881,0.0008509798,0.0004603221,0.0005023486,0.00120244,0.000995881],"domain_scores_gemma":[0.9894549,0.00215896,0.002410072,0.0002338014,0.002849339,0.002892892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008389824,0.0003257529,0.9661646,0.0003289883,0.0003419273,0.0001439284,0.002249355,0.0007093147,0.0001295039,0.000327631,0.003690551,0.02474935],"study_design_scores_gemma":[0.0001045834,0.000375647,0.9904733,0.0002066041,0.0001523728,0.0001057586,0.00525688,0.001375709,0.00009172722,0.00006227492,0.001761489,0.00003362871],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9897726,0.002403306,0.0000722709,0.001733562,0.00002361001,0.00007637588,0.002198929,0.00001359744,0.003705707],"genre_scores_gemma":[0.9984435,0.0004942453,0.0001330507,0.0002681489,0.000008669313,0.00001215819,0.0003810411,0.000003542024,0.0002557019],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.963663,"threshold_uncertainty_score":0.2715032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.021278891746634,"score_gpt":0.3653000064424057,"score_spread":0.3440211146957717,"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."}}