{"id":"W4253660871","doi":"10.4000/books.pum.10976","title":"Introduction","year":2017,"lang":"fr","type":"book-chapter","venue":"Presses de l’Université de Montréal eBooks","topic":"Thomas Hardy Literature Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001752566,0.0007291565,0.0006806341,0.0002015583,0.003572936,0.0005333225,0.0006838371,0.0004814007,0.01720153],"category_scores_gemma":[0.00005471485,0.0007903684,0.0004360232,0.000003212295,0.001256914,0.0002502148,0.0008554885,0.00077088,0.0005857856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009358056,"about_ca_system_score_gemma":0.00006860129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001299967,"about_ca_topic_score_gemma":0.009749352,"domain_scores_codex":[0.9978377,0.00008009966,0.0003322993,0.0007120883,0.0003232241,0.0007146501],"domain_scores_gemma":[0.9978549,0.0001127668,0.0005246085,0.0009565973,0.0003036673,0.0002474461],"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":[0.0003410383,0.00002481611,0.00006843336,0.0002625253,0.0007745389,0.0006183896,0.02362855,0.00001568645,0.000212638,0.8936893,0.07558391,0.004780131],"study_design_scores_gemma":[0.0005638393,0.0001420345,0.0005351229,0.000311617,0.0009006707,0.0001615258,0.0006123002,0.00002518091,0.0002633349,0.01558823,0.9801676,0.0007285905],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001843784,0.02048548,0.00004113041,0.004007661,0.001563391,0.0003876553,0.0005252828,0.00018712,0.9726179],"genre_scores_gemma":[0.02198008,0.002357669,0.0002523192,0.0001186036,0.006780754,0.000010787,0.00008026276,0.0001201047,0.9682994],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9045836,"threshold_uncertainty_score":0.9994547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01039047580230569,"score_gpt":0.1721737105932154,"score_spread":0.1617832347909097,"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."}}