{"id":"W4406455025","doi":"10.1016/j.yoph.2015.01.010","title":"10.1016/j.yoph.2015.01.010","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Corneal surgery and disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Riboflavin; Ophthalmology; Corneal collagen cross-linking; Keratitis; Keratoconus; Food science; Cornea; Biology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004020908,0.0007403631,0.0004073812,0.0008493792,0.0007806646,0.001611712,0.0005700315,0.002290773,0.8059636],"category_scores_gemma":[0.001046931,0.0002908133,0.0003637969,0.0003366774,0.0006738501,0.001787445,0.0008789221,0.001471663,0.5925889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006841202,"about_ca_system_score_gemma":0.001193528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002139184,"about_ca_topic_score_gemma":0.002552103,"domain_scores_codex":[0.9998322,0.00001660512,0.00001258552,0.00003783977,0.0000508651,0.00004986558],"domain_scores_gemma":[0.9993414,0.00009387959,0.00009054827,0.00002648145,0.0001558795,0.0002918118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004072895,0.0003555594,0.007411137,0.0006213862,0.00004133589,0.001359011,0.0001715797,0.0001206491,0.000957823,0.005659639,0.3287893,0.6541052],"study_design_scores_gemma":[0.0001088284,0.000189039,0.01129866,0.001791573,0.00003887048,0.01073664,0.0005078088,0.0002067811,0.0004675817,0.005802606,0.9688219,0.00002977545],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.008161995,0.02726671,0.001605175,0.01677383,0.003549824,0.0001007592,0.001788137,0.0008680783,0.9398854],"genre_scores_gemma":[0.03972041,0.01613355,0.002320266,0.005717363,0.002728091,0.0001050385,0.001440237,0.0002105697,0.9316243],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1940364,"threshold_uncertainty_score":0.2767693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006672587305772228,"score_gpt":0.1970318290716726,"score_spread":0.1903592417659004,"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."}}