{"id":"W6931668536","doi":"10.5281/zenodo.6878084","title":"AgnostiqHQ/covalent: v0.147.0","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Preterm Birth and Chorioamnionitis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agnostiq (Canada)","funders":"","keywords":"Context (archaeology); Interface (matter); Boilerplate text; Natural (archaeology)","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":[0.00196955,0.002822582,0.001343877,0.001727712,0.001421292,0.003667592,0.004064474,0.002525297,0.6886936],"category_scores_gemma":[0.004381059,0.002537394,0.00135008,0.001153104,0.0008727849,0.00329751,0.003667801,0.002928445,0.7104262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001439668,"about_ca_system_score_gemma":0.001003599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00312699,"about_ca_topic_score_gemma":0.003152035,"domain_scores_codex":[0.9988706,0.0001149178,0.00008360556,0.0002887024,0.0004948709,0.000147295],"domain_scores_gemma":[0.9981596,0.000325864,0.0001237636,0.0007536971,0.0004574745,0.0001795815],"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":[0.0003368197,0.00004863829,0.0004117618,0.0005135211,0.00005065938,0.0001113172,0.00006547769,0.0004460953,0.005321169,0.007434688,0.9190787,0.06618115],"study_design_scores_gemma":[0.00006529331,0.00003000258,0.0003449848,0.00006608804,0.00001642285,0.0002031702,0.00001458044,0.0006822028,0.01269094,0.002749752,0.9830803,0.00005636735],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001368711,0.0007538635,0.07976594,0.0006541327,0.001349614,0.000355851,0.0541781,0.7157992,0.1457745],"genre_scores_gemma":[0.01776079,0.0008777193,0.03539494,0.001284598,0.0003960392,0.0006499399,0.1040506,0.4684824,0.3711031],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.6886936,"threshold_uncertainty_score":0.4440407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02534990812724848,"score_gpt":0.2471600091099193,"score_spread":0.2218101009826708,"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."}}