{"id":"W7090619119","doi":"","title":"Biographie scientifique et vie savante","year":2015,"lang":"fr","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Religious, Philosophical, and Educational Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Heritage","funders":"","keywords":"","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","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.01530817,0.0004136204,0.0004572676,0.0003343814,0.001490805,0.0006703165,0.001333894,0.0003316732,0.0002796861],"category_scores_gemma":[0.004415436,0.0004432804,0.0003518099,0.002405884,0.003134588,0.0005578032,0.0005223908,0.0005326457,0.0007214783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003015724,"about_ca_system_score_gemma":0.001188091,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01393042,"about_ca_topic_score_gemma":0.01235398,"domain_scores_codex":[0.98718,0.009184968,0.0006913245,0.0009388797,0.00116268,0.000842151],"domain_scores_gemma":[0.9907755,0.002104825,0.0004548198,0.001232299,0.004624012,0.0008085967],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001259354,0.001036298,0.004162936,0.00006843843,0.0001125783,0.000005934951,0.05175444,0.00001121286,0.000156035,0.8481339,0.071883,0.02266267],"study_design_scores_gemma":[0.0006255913,0.000001494585,0.002351193,0.001215908,0.00008619509,0.00001292177,0.002204544,0.0004974271,0.001538763,0.1643213,0.8265212,0.0006234609],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06784795,0.02891801,0.005990722,0.3749994,0.002918131,0.0005715939,0.00006617886,0.000251119,0.5184369],"genre_scores_gemma":[0.8773196,0.02003134,0.01251068,0.00155438,0.0003440309,0.00008872393,0.0001497066,0.00006721632,0.08793432],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8094717,"threshold_uncertainty_score":0.9998091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04067372270285077,"score_gpt":0.2865440405688507,"score_spread":0.2458703178659999,"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."}}