{"id":"W4399699874","doi":"10.1016/j.jval.2024.03.729","title":"EE434 Benefits of a Polymer Tip in Torsional Phacoemulsification: A Targeted Literature Search and Budget Impact Model","year":2024,"lang":"en","type":"article","venue":"Value in Health","topic":"Anorectal Disease Treatments and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"EVERSANA (Canada)","funders":"","keywords":"Phacoemulsification; Medicine; Computer science; Ophthalmology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01966797,0.001136009,0.002691098,0.01234278,0.0004174323,0.002889797,0.001073482,0.001274615,0.01657641],"category_scores_gemma":[0.05311215,0.0008028949,0.01416891,0.01589528,0.0005878222,0.002184887,0.002206214,0.001522619,0.0009808784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005514784,"about_ca_system_score_gemma":0.008713703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01787433,"about_ca_topic_score_gemma":0.03245214,"domain_scores_codex":[0.9865458,0.00867288,0.001565983,0.0006457155,0.00183351,0.0007360447],"domain_scores_gemma":[0.9647179,0.02863094,0.003702726,0.0004564113,0.002015577,0.0004764311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.01790802,0.0008321427,0.07372399,0.2707275,0.1199123,0.001123752,0.00115655,0.06096454,0.001615973,0.03635336,0.0204189,0.3952629],"study_design_scores_gemma":[0.006370592,0.004224233,0.1327294,0.1769675,0.4200213,0.001388384,0.003124245,0.05362488,0.002202069,0.0498087,0.1491928,0.0003459486],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2721211,0.4745056,0.0247228,0.02144321,0.000909214,0.009953175,0.1158771,0.0002851477,0.08018275],"genre_scores_gemma":[0.8546991,0.1073113,0.01587827,0.002278666,0.0002286774,0.004509754,0.01025885,0.00008100736,0.004754263],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01966797,"threshold_uncertainty_score":0.1040154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03416768209898266,"score_gpt":0.3548070552744875,"score_spread":0.3206393731755048,"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."}}