{"id":"W6930593690","doi":"10.5281/zenodo.15256054","title":"SolverTest.jl","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Dementia and Cognitive Impairment Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Diafiltration; Liquation; Emperipolesis; Triacetin; Fusible alloy","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":[0.003371177,0.004540274,0.001408065,0.00243523,0.000583206,0.003020596,0.003929018,0.002825584,0.2398489],"category_scores_gemma":[0.01696664,0.001787103,0.002185877,0.001551358,0.0009569571,0.003877409,0.00339586,0.002961108,0.09085409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001160496,"about_ca_system_score_gemma":0.001528295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002188846,"about_ca_topic_score_gemma":0.002577213,"domain_scores_codex":[0.9973941,0.0006728125,0.0003009552,0.0005129898,0.0007549456,0.0003642509],"domain_scores_gemma":[0.9925989,0.004819149,0.0002908853,0.001290253,0.0008057977,0.0001950075],"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":[0.001236716,0.0003225593,0.003084864,0.001912217,0.0002167772,0.0003309346,0.0002238439,0.008547624,0.00437202,0.02822609,0.7999064,0.15162],"study_design_scores_gemma":[0.002822196,0.0003569903,0.003439846,0.0007851364,0.0001848752,0.0008920873,0.000219988,0.1603207,0.06770726,0.08886414,0.6741228,0.0002839882],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.004887774,0.0005053906,0.2075333,0.0007683459,0.000446156,0.0002205916,0.03378809,0.7119179,0.03993246],"genre_scores_gemma":[0.135,0.0009306067,0.2085776,0.002120534,0.0004399517,0.00137391,0.1381197,0.4531566,0.06028124],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.7601511,"threshold_uncertainty_score":0.8023744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02294926043587243,"score_gpt":0.2764930306723865,"score_spread":0.2535437702365141,"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."}}