{"id":"W2965678854","doi":"10.2147/opth.s211611","title":"<p>The use of preservatives in dry eye drops</p>","year":2019,"lang":"en","type":"article","venue":"Clinical ophthalmology","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":111,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Allergan; CooperVision","keywords":"Benzalkonium chloride; Preservative; Medicine; Ophthalmology; Dermatology; Food science; Pathology; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008370205,0.0001860719,0.0008572841,0.00007952961,0.00002452069,0.000008528904,0.0002814107,0.0003973471,0.0009262956],"category_scores_gemma":[0.001800385,0.0001291866,0.000303017,0.0002563953,0.0003611919,0.0001210304,0.0001986766,0.0005455167,0.0004111167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002415691,"about_ca_system_score_gemma":0.0001607126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005237262,"about_ca_topic_score_gemma":0.00001582693,"domain_scores_codex":[0.9974871,0.0005345438,0.0009388911,0.0004386669,0.0002289952,0.0003718369],"domain_scores_gemma":[0.9965584,0.002005623,0.0002387247,0.000927637,0.0001421023,0.000127509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005536952,0.0005465981,0.9922814,0.0000545623,0.0001206891,0.0003731028,0.0001196626,0.00001745601,0.003972211,0.001197544,0.0001513151,0.0006117622],"study_design_scores_gemma":[0.001908166,0.001558601,0.9668183,0.0001014092,0.0000614711,0.00002545499,0.00003842663,0.0004036765,0.0001879741,0.0003647174,0.02839912,0.0001326824],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904122,0.0005201355,0.000008882074,0.002413021,0.000575141,0.0005627787,0.00000746869,0.00001925412,0.005481086],"genre_scores_gemma":[0.9865172,0.0001072916,0.0005404001,0.0007261165,0.0001192356,0.00001477878,0.00001380212,0.00002809066,0.01193309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02824781,"threshold_uncertainty_score":0.999987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1024178984082358,"score_gpt":0.382851185615298,"score_spread":0.2804332872070622,"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."}}