{"id":"W1535475051","doi":"10.1002/14651858.cd006775.pub3","title":"Punctal occlusion for dry eye syndrome","year":2017,"lang":"en","type":"review","venue":"Cochrane Database of Systematic Reviews","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":125,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Eye Institute","keywords":"Ophthalmology; Occlusion; Medicine; Dry eyes; Optometry; 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":[0.004435925,0.0004893944,0.003818426,0.00320072,0.0005128033,0.001002348,0.0006805592,0.001740931,0.01314399],"category_scores_gemma":[0.01417781,0.0002424426,0.002926552,0.002143156,0.000677131,0.0009547171,0.0005997968,0.0009737367,0.0005831359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009328546,"about_ca_system_score_gemma":0.002256761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001146986,"about_ca_topic_score_gemma":0.002077607,"domain_scores_codex":[0.9962863,0.001931388,0.001041055,0.0002109647,0.0004491215,0.00008111483],"domain_scores_gemma":[0.9910048,0.006065946,0.002287886,0.0001152257,0.000309368,0.0002168032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.01018149,0.0004095226,0.003002008,0.6291229,0.005465441,0.0007881644,0.0002207247,0.0001264806,0.0008241143,0.001323184,0.01104164,0.3374944],"study_design_scores_gemma":[0.05748922,0.01587475,0.04773656,0.6320775,0.06393998,0.0102902,0.0007001929,0.0005043505,0.001964936,0.006102202,0.16313,0.0001901663],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.006276119,0.9888766,0.0001999003,0.0008605649,0.0005428998,0.0006740259,0.0003696266,0.00001310661,0.002187165],"genre_scores_gemma":[0.1327041,0.8552322,0.001861492,0.003698606,0.001886129,0.002934149,0.0005798396,0.00001298629,0.001090436],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01314399,"threshold_uncertainty_score":0.043971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1531770693761647,"score_gpt":0.4214032876767786,"score_spread":0.2682262183006139,"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."}}