{"id":"W2944807464","doi":"10.22374/jded.v2i1.11","title":"Insertion and Removal of Sutureless Amniotic Membranes","year":2019,"lang":"en","type":"article","venue":"Journal of Dry Eye Disease","topic":"Corneal Surgery and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Membrane; Medicine; Surgery; Chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001168973,0.0005793847,0.0004661177,0.001290424,0.0007655895,0.0008877792,0.0005378338,0.0008585401,0.004647712],"category_scores_gemma":[0.002811905,0.0002977787,0.001303231,0.0003063021,0.0005782935,0.0008874544,0.0006848481,0.001370519,0.003609508],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002066304,"about_ca_system_score_gemma":0.00057173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005571027,"about_ca_topic_score_gemma":0.0007577148,"domain_scores_codex":[0.9990919,0.0001411716,0.0001523649,0.00009085406,0.0004235557,0.0001002292],"domain_scores_gemma":[0.9992002,0.000198204,0.0002200307,0.000182086,0.00006837633,0.0001311714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00128,0.0005545471,0.01165151,0.0008084095,0.0001396696,0.05237179,0.0008976285,0.0003234139,0.2936815,0.002043718,0.006094623,0.6301532],"study_design_scores_gemma":[0.0003287023,0.008190873,0.1242895,0.001153137,0.0003380769,0.3653492,0.001341546,0.002263458,0.1981487,0.002970222,0.2954462,0.0001803219],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6695782,0.05047498,0.1691353,0.00760309,0.009953078,0.002434488,0.001128066,0.00539147,0.08430125],"genre_scores_gemma":[0.7324872,0.01826548,0.1878215,0.003974124,0.002360529,0.001084695,0.001030797,0.000417346,0.05255827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004647712,"threshold_uncertainty_score":0.01554811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007593682090504738,"score_gpt":0.2513082762838973,"score_spread":0.2437145941933926,"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."}}