{"id":"W6930542965","doi":"10.5281/zenodo.15258432","title":"JSOSolvers.jl","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","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":[0.001923331,0.002478177,0.00121904,0.002619503,0.0006367751,0.005025418,0.001863315,0.002630275,0.5863677],"category_scores_gemma":[0.01012615,0.001601227,0.001222391,0.002136792,0.000706345,0.002134485,0.004216829,0.002298255,0.5145698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000727878,"about_ca_system_score_gemma":0.001872556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002099827,"about_ca_topic_score_gemma":0.0029489,"domain_scores_codex":[0.9991046,0.0002116413,0.00009348127,0.0002884956,0.0002267523,0.00007496031],"domain_scores_gemma":[0.9974657,0.001322277,0.0001751455,0.0004993824,0.0003122398,0.0002251513],"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":[0.0001612318,0.0000935608,0.0003364868,0.001554781,0.0001522574,0.0001111952,0.00008876729,0.01359102,0.001085539,0.05029554,0.525115,0.4074146],"study_design_scores_gemma":[0.0002259922,0.00003649292,0.0002103091,0.0007165108,0.00005919196,0.0001489744,0.00003419893,0.03661512,0.001591908,0.06763989,0.8926724,0.00004910571],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.001412592,0.004347856,0.4055472,0.004368187,0.001910024,0.000380874,0.03356292,0.1236122,0.424858],"genre_scores_gemma":[0.04427939,0.00869478,0.3535012,0.002934841,0.001427456,0.001668166,0.03914247,0.09640895,0.4519427],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.5863677,"threshold_uncertainty_score":0.5899962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5468446961139094,"score_gpt":0.4459111505232709,"score_spread":0.1009335455906385,"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."}}