{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003429619,0.000956647,0.0008815835,0.001618254,0.0007337305,0.00187922,0.001455375,0.002062948,0.05936693],"category_scores_gemma":[0.0006180144,0.000904623,0.0007706944,0.001293103,0.0005538347,0.002047504,0.001336102,0.001453734,0.02919726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004988786,"about_ca_system_score_gemma":0.0006170686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004063366,"about_ca_topic_score_gemma":0.0007388945,"domain_scores_codex":[0.9992509,0.00005352813,0.00002473319,0.0001594081,0.0004596172,0.00005168938],"domain_scores_gemma":[0.9997032,0.00007331407,0.00001234395,0.00006600744,0.0001265031,0.00001853006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001605276,0.0001507977,0.0004968219,0.001991206,0.00007955596,0.0003758736,0.0003215271,0.01082246,0.1530523,0.08431812,0.108395,0.6398358],"study_design_scores_gemma":[0.00001949822,0.000124112,0.001107979,0.0003367515,0.00004860228,0.001397232,0.0001087032,0.01998386,0.1050089,0.02207247,0.8497134,0.0000784593],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01285513,0.04510202,0.6104874,0.001505404,0.003575539,0.0005101647,0.001327763,0.006927215,0.3177094],"genre_scores_gemma":[0.08663963,0.03372149,0.2291234,0.0007261494,0.001783724,0.0003658951,0.002693667,0.00198223,0.6429639],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.05936693,"threshold_uncertainty_score":0.1986021,"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."}}