{"id":"W2619242044","doi":"","title":"chapter 7: Optical Scanners","year":2005,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Surface Roughness and Optical Measurements","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004385639,0.0006619139,0.0006454997,0.0001558589,0.0003260268,0.0004394374,0.001284293,0.0006195666,0.001503124],"category_scores_gemma":[0.001433663,0.0007732712,0.0003857151,0.0002997428,0.0004008852,0.0002341316,0.0009685835,0.001214596,0.0009662156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004387274,"about_ca_system_score_gemma":0.0001477386,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008538897,"about_ca_topic_score_gemma":0.001230377,"domain_scores_codex":[0.9948341,0.001677973,0.0008511724,0.0009848595,0.0007919474,0.000859916],"domain_scores_gemma":[0.9941327,0.001266005,0.0002278238,0.002124858,0.001674766,0.0005738318],"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":[0.00001693886,0.0006553784,0.001971919,0.000225635,0.0003074852,0.00001615426,0.003921468,0.009763638,0.004600185,0.6952305,0.0004359218,0.2828548],"study_design_scores_gemma":[0.003100825,0.00000181812,0.04124055,0.01459161,0.0005626431,0.00005944733,0.0004077137,0.3389103,0.1872753,0.01112838,0.3986678,0.004053611],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1874962,0.005631478,0.2268574,0.03374322,0.00157842,0.0007757474,0.00008466022,0.0006411776,0.5431918],"genre_scores_gemma":[0.7858194,0.002092462,0.1953063,0.00009439784,0.0001195919,0.0000700536,0.0001503235,0.000145669,0.0162018],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6841021,"threshold_uncertainty_score":0.9998116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01831735679190047,"score_gpt":0.2176801386478923,"score_spread":0.1993627818559918,"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."}}