{"id":"W7043664112","doi":"","title":"Soutenance Lucie Breton","year":2021,"lang":"fr","type":"other","venue":"Industrias Culturais (Universidade de Coimbra)","topic":"Digital Transformation in Industry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Jury; Pascal (unit); Germanic languages; Ridiculous","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002930578,0.001109916,0.0008774428,0.002199734,0.003343381,0.008066801,0.001058423,0.00315463,0.1551187],"category_scores_gemma":[0.01083192,0.0003951759,0.0004755192,0.001288613,0.002007399,0.00432108,0.004623019,0.00543166,0.1161155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00451976,"about_ca_system_score_gemma":0.005652662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009424223,"about_ca_topic_score_gemma":0.01322269,"domain_scores_codex":[0.9952478,0.0008801228,0.000123355,0.001036412,0.002241915,0.0004704018],"domain_scores_gemma":[0.994202,0.0009390708,0.0002145075,0.0003332378,0.002527505,0.001783631],"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":[0.00001321727,0.000006371311,0.00003819536,0.00005380197,0.000001544739,0.00003832218,0.0001850282,0.00002395101,0.00009202032,0.006894344,0.9804954,0.0121577],"study_design_scores_gemma":[7.874764e-7,0.000002059714,0.00003880246,0.00004540991,4.659761e-7,0.00002759177,0.0000607544,0.000008127592,0.00003033237,0.0002910316,0.9994924,0.000002225784],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001143028,0.08606944,0.002116103,0.3763966,0.1382737,0.00006729764,0.0008479157,0.0009395691,0.3941463],"genre_scores_gemma":[0.00676599,0.01502547,0.0005354375,0.03008123,0.01029043,0.00004100195,0.0002329392,0.0007559382,0.9362716],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8448813,"threshold_uncertainty_score":0.5189236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02454168161941429,"score_gpt":0.2233595594213921,"score_spread":0.1988178778019778,"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."}}