{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002848565,0.0002542829,0.0003153571,0.0004989612,0.001069077,0.0002540435,0.0007621889,0.0001642245,0.5310341],"category_scores_gemma":[0.0005021327,0.0002731535,0.0001253418,0.0004500991,0.0001483998,0.00005726547,0.001242237,0.0006570168,0.02182619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002221552,"about_ca_system_score_gemma":0.00001040958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003860208,"about_ca_topic_score_gemma":5.395055e-7,"domain_scores_codex":[0.9978637,0.0002462854,0.0002423762,0.0005622645,0.0006393743,0.0004460487],"domain_scores_gemma":[0.9985411,0.00001613538,0.0001606296,0.0007780323,0.0001813895,0.0003226933],"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":[0.00005732708,0.0001046938,0.000007398024,0.0002051754,0.0001028097,0.0001609209,0.0001932859,5.597466e-7,0.00008525053,0.0004319849,0.9401122,0.05853841],"study_design_scores_gemma":[0.0009270234,0.0004089969,0.0001663456,0.0001413032,0.00007314892,0.0005821354,0.0001301505,0.00001181921,0.00002925518,0.00002666177,0.9972426,0.0002606003],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001576016,0.0009507778,0.0001228958,0.0007054654,0.0003300977,0.0007212944,0.001018936,0.001984878,0.9940081],"genre_scores_gemma":[0.008863613,0.00195017,0.0002407942,0.000879652,0.001233991,2.244756e-7,0.01907362,0.01901575,0.9487422],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5092079,"threshold_uncertainty_score":0.999972,"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."}}