{"id":"W6948897719","doi":"10.5281/zenodo.12288092","title":"transmath 2nde pdf","year":2024,"lang":"fr","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Global Security and Public Health","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Notice; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Host (biology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00171982,0.0003012875,0.0003179147,0.0002889088,0.002879465,0.001712818,0.001657837,0.000424908,0.7009729],"category_scores_gemma":[0.0004977358,0.0003294334,0.0001629026,0.00137411,0.0007546944,0.0002379277,0.0005941727,0.0008493345,0.5995928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000567836,"about_ca_system_score_gemma":0.00003333017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008735252,"about_ca_topic_score_gemma":0.00004037732,"domain_scores_codex":[0.9959258,0.001245403,0.0003902281,0.0007365427,0.0007960036,0.0009059494],"domain_scores_gemma":[0.9983989,0.00003221538,0.0001404341,0.0004366522,0.0003524626,0.0006393176],"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":[0.000008813363,0.0001045011,1.616714e-7,0.0003436638,0.00005814073,0.0000225223,0.00734937,0.000001817477,0.00001245213,0.2706659,0.6168997,0.104533],"study_design_scores_gemma":[0.0002098097,0.0001755957,0.00002385586,0.0002132157,0.0000489786,0.0000442772,0.001267012,0.00006421268,0.000002543667,0.00337213,0.9942529,0.0003254325],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001524793,0.001697647,0.0004764513,0.01366203,0.0009188782,0.0006474417,0.0005340651,0.0009217469,0.9809893],"genre_scores_gemma":[0.01265966,0.002166252,0.0001278824,0.000834091,0.001776968,4.548116e-8,0.001084957,0.004098743,0.9772514],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3773533,"threshold_uncertainty_score":0.9999158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03888730085944971,"score_gpt":0.2846571522828869,"score_spread":0.2457698514234372,"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."}}