{"id":"W6929998684","doi":"10.5281/zenodo.10895504","title":"clEsperanto/CLIc: 0.9.0","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Trauma, Hemostasis, Coagulopathy, Resuscitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Innovation Cluster (Canada)","funders":"","keywords":"Documentation; Function (biology); License; Pixel; Histogram","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004027452,0.005475436,0.002386324,0.004100732,0.002256021,0.01190782,0.01002473,0.0055578,0.7079089],"category_scores_gemma":[0.02132689,0.00473263,0.003678416,0.002644655,0.001605019,0.01195276,0.008471594,0.006901027,0.865225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003706487,"about_ca_system_score_gemma":0.00358108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00793988,"about_ca_topic_score_gemma":0.005375132,"domain_scores_codex":[0.9956853,0.00038909,0.0003512441,0.0008553741,0.001881259,0.0008376665],"domain_scores_gemma":[0.9886059,0.001172683,0.0003473399,0.00376679,0.005075762,0.001031607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001234587,0.00002347467,0.0001241153,0.0002335607,0.00001131754,0.00006851213,0.00006989968,0.0001072837,0.0006866059,0.001424827,0.9792055,0.01792137],"study_design_scores_gemma":[0.00009386767,0.00002686547,0.0003836018,0.0002032093,0.00001219075,0.0002700826,0.000059115,0.0005499501,0.003896297,0.002182075,0.9922255,0.00009722864],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.000333893,0.0003688524,0.02041074,0.0005692999,0.001040689,0.0002938042,0.02266121,0.865193,0.08912843],"genre_scores_gemma":[0.004523683,0.0003868903,0.01444427,0.001489897,0.00032968,0.0004158783,0.05394454,0.7920671,0.1323981],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.7079089,"threshold_uncertainty_score":0.4166325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04349934363264941,"score_gpt":0.2897678815864445,"score_spread":0.2462685379537951,"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."}}