{"id":"W4403638906","doi":"10.29327/conemi24.911087","title":"APLICAÇÃO DE YOLOv8 E MARCADORES ARUCO PARA RECONHECIMENTO E MEDIÇÃO DE PARAFUSOS.","year":2024,"lang":"pt","type":"article","venue":"Anais do Congresso Internacional de Engenharia Mecânica e Industrial","topic":"Agricultural and Food Sciences","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidad de Córdoba; Universidade de Brasília; Canadian Institute for Advanced Research","keywords":"Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002768261,0.0009070816,0.000908372,0.0001200255,0.0009970781,0.002636632,0.002995278,0.001477431,0.009701143],"category_scores_gemma":[0.00124209,0.0004405546,0.0008683838,0.0006789892,0.0007711607,0.000938184,0.0007729437,0.002115056,0.001054382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006404988,"about_ca_system_score_gemma":0.0005525571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001968046,"about_ca_topic_score_gemma":0.001248858,"domain_scores_codex":[0.993104,0.0008496426,0.001195484,0.001697785,0.00115244,0.002000584],"domain_scores_gemma":[0.9962178,0.001447814,0.0005025272,0.0003805845,0.0002436601,0.001207649],"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":[0.002285141,0.001039744,0.030731,0.0001426602,0.003028313,0.003311054,0.004358493,0.00007286755,0.08215564,0.02951985,0.4762579,0.3670973],"study_design_scores_gemma":[0.002917944,0.003739259,0.06052603,0.003755242,0.001216328,0.001489578,0.005624328,0.007383662,0.02726072,0.01570776,0.8664173,0.003961833],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9453755,0.008969778,0.00004429495,0.03348089,0.006838625,0.0007828264,0.0008619234,0.0003170937,0.003329054],"genre_scores_gemma":[0.9774919,0.001856739,0.00007379889,0.0006692473,0.008444328,0.0001505249,0.0001462745,0.00001553266,0.01115171],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3901594,"threshold_uncertainty_score":0.9998189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08509859493674093,"score_gpt":0.3050745532450584,"score_spread":0.2199759583083175,"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."}}