{"id":"W6967606929","doi":"10.5281/zenodo.11204364","title":"JSOSolvers.jl","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Process (computing); Work (physics); Identification (biology); 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":[0.0008994301,0.003074566,0.001437334,0.001680877,0.0008519779,0.004537469,0.002463069,0.002535307,0.5339519],"category_scores_gemma":[0.003610233,0.001438928,0.00105486,0.001388708,0.0008579359,0.002673115,0.004512651,0.002773944,0.4953052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008954304,"about_ca_system_score_gemma":0.001170089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002523501,"about_ca_topic_score_gemma":0.003799677,"domain_scores_codex":[0.999339,0.0000890006,0.00003612083,0.0002038989,0.0002436363,0.00008834589],"domain_scores_gemma":[0.9990056,0.0003059202,0.00005406361,0.0002866841,0.0002226993,0.0001250429],"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":[0.0001953116,0.0001305257,0.0002712925,0.0008818651,0.00007944179,0.0001028226,0.00008941052,0.0194505,0.003060162,0.05652568,0.6349027,0.2843104],"study_design_scores_gemma":[0.0001628201,0.00003721064,0.0002036861,0.0003189277,0.0000326619,0.0001333877,0.00004261767,0.09588918,0.005279033,0.04723655,0.850605,0.00005899985],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.001590191,0.001421753,0.3431515,0.001693539,0.001216068,0.000209166,0.01668948,0.1784557,0.4555725],"genre_scores_gemma":[0.0533507,0.002927894,0.2264083,0.001446318,0.0007627656,0.0006959042,0.03306865,0.1493046,0.5320349],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.5339519,"threshold_uncertainty_score":0.6647609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03577340211230488,"score_gpt":0.2570639484048776,"score_spread":0.2212905462925727,"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."}}