{"id":"W4206885701","doi":"","title":"Développements en cours pour le contrôle par émission acoustique de produits métalliques et céramiques à haute température","year":2011,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Materials Engineering and Processing","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cégep de Saint-Laurent","funders":"","keywords":"Materials science; Philosophy","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"],"consensus_categories":[],"category_scores_codex":[0.007750606,0.000867623,0.0008410174,0.0002312305,0.0004178663,0.0007646153,0.001408161,0.001026171,0.0002001923],"category_scores_gemma":[0.001404046,0.0009770425,0.0002391983,0.0002945196,0.0001650307,0.0003780005,0.0008224479,0.001450233,0.00005779845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003636887,"about_ca_system_score_gemma":0.001031313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002855795,"about_ca_topic_score_gemma":0.000473268,"domain_scores_codex":[0.9917175,0.00500922,0.0009340434,0.001036226,0.0004110301,0.0008919543],"domain_scores_gemma":[0.9950506,0.0007761288,0.0005255558,0.001664753,0.00154754,0.0004354249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00009210895,0.001692556,0.003065008,0.006889594,0.0008508603,0.00007915541,0.06072197,0.02811043,0.7068005,0.1262586,0.0090075,0.0564317],"study_design_scores_gemma":[0.0009016009,0.00000185979,0.01280833,0.01300867,0.0001456411,0.00005613897,0.0002009359,0.04196857,0.8897941,0.01160655,0.02803488,0.001472694],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2289431,0.006270621,0.701739,0.02012816,0.001053991,0.001090526,0.0002099086,0.001662713,0.03890204],"genre_scores_gemma":[0.7421646,0.004458576,0.239289,0.0001172421,0.0001192162,0.0001679312,0.0005654566,0.0002192663,0.01289866],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5132215,"threshold_uncertainty_score":0.999268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01298912526448743,"score_gpt":0.2355535629827852,"score_spread":0.2225644377182978,"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."}}