{"id":"W6930910610","doi":"10.5281/zenodo.15809292","title":"20001LastOrder/ConStrainSolver: Improved Documentation","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Neutrophil, Myeloperoxidase and Oxidative Mechanisms","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Documentation; Data collection; Work (physics); Set (abstract data type)","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":[0.001825716,0.005296017,0.00255893,0.003374277,0.001381656,0.005066217,0.00788742,0.003876748,0.7378585],"category_scores_gemma":[0.01109886,0.003947711,0.003229441,0.003096575,0.0007459323,0.004892426,0.00368095,0.003656393,0.6124861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001649799,"about_ca_system_score_gemma":0.002047412,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007724569,"about_ca_topic_score_gemma":0.01128009,"domain_scores_codex":[0.9983938,0.0001855441,0.0001646487,0.0003264606,0.0007141579,0.0002154842],"domain_scores_gemma":[0.996852,0.001060837,0.0001369392,0.0007018342,0.001077546,0.0001708633],"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":[0.0001230421,0.00004568611,0.0002485023,0.0007615368,0.00003523581,0.00005237244,0.00003594428,0.002510275,0.0006867402,0.001571886,0.9677896,0.02613913],"study_design_scores_gemma":[0.0003263762,0.00003537552,0.0004970955,0.0002046604,0.00003896907,0.0001335625,0.00004229448,0.01246725,0.005980891,0.00719572,0.9729805,0.00009728856],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.0008360629,0.0004950024,0.07616283,0.0004746515,0.0005955198,0.0002996106,0.216149,0.6447325,0.06025473],"genre_scores_gemma":[0.008152989,0.0004636786,0.05281749,0.0006082004,0.0001393927,0.0008484598,0.295285,0.5903436,0.05134129],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7378585,"threshold_uncertainty_score":0.373913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01517205431340383,"score_gpt":0.2366302484749288,"score_spread":0.221458194161525,"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."}}