{"id":"W4313855424","doi":"10.46421/enebim.v4i00.1920","title":"Certificações intermediárias","year":2023,"lang":"pt","type":"article","venue":"Encontro Nacional Sobre o Ensino de BIM","topic":"Academic Research in Diverse Fields","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Humanities; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01444315,0.001423561,0.001064168,0.006662766,0.003649073,0.01376143,0.0030197,0.003146118,0.04860071],"category_scores_gemma":[0.03625413,0.0009768608,0.00149279,0.006980619,0.002119532,0.01012361,0.009508019,0.003313549,0.02985056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004922566,"about_ca_system_score_gemma":0.008867356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01101212,"about_ca_topic_score_gemma":0.006391615,"domain_scores_codex":[0.9757946,0.005436104,0.002764681,0.003957804,0.0100322,0.002014671],"domain_scores_gemma":[0.9696887,0.005692907,0.003077854,0.007717826,0.01208911,0.00173362],"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":[0.000613931,0.0007245105,0.02472907,0.001809317,0.0002289178,0.00156613,0.004945102,0.005152912,0.005764357,0.4108635,0.07560095,0.4680014],"study_design_scores_gemma":[0.00009191526,0.000255244,0.007801796,0.000860899,0.0001044915,0.001009149,0.001535463,0.007396532,0.005164618,0.05977204,0.9158855,0.0001223637],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.05523155,0.004928327,0.1142245,0.008483304,0.002333992,0.002473578,0.005414299,0.007657824,0.7992526],"genre_scores_gemma":[0.4828619,0.008056587,0.1223595,0.002200014,0.001406546,0.001810392,0.01610121,0.002058041,0.3631459],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04860071,"threshold_uncertainty_score":0.1625856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09095130894544788,"score_gpt":0.3769169142893835,"score_spread":0.2859656053439356,"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."}}