{"id":"W3043845563","doi":"10.15202/25254146.2018v3n1p1","title":"DESENVOLVIMENTO DE ROTINAS AUTOMATIZADAS PARA O DIMENSIONAMENTO DE PERFIS FORMADOS A FRIO SUBMETIDOS A SOLICITAÇÕES COMBINADAS","year":2020,"lang":"pt","type":"article","venue":"Projectus","topic":"Academic Research in Diverse Fields","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Humanities; Chemistry; Materials science; Art","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":[],"category_scores_codex":[0.002279777,0.0005583005,0.0006766899,0.0002087147,0.001203708,0.0004275033,0.001512646,0.0007780137,0.00181382],"category_scores_gemma":[0.002643652,0.0005607204,0.0003284082,0.001301383,0.0005502147,0.0006575211,0.0009259126,0.001535382,0.0007375002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001410806,"about_ca_system_score_gemma":0.002703138,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01101665,"about_ca_topic_score_gemma":0.0009462418,"domain_scores_codex":[0.9926373,0.001278562,0.000716154,0.0008896497,0.001943815,0.002534519],"domain_scores_gemma":[0.9968295,0.0005994132,0.000351418,0.0004343773,0.0002501949,0.001535073],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004866828,0.0006462297,0.05564495,0.0007521929,0.0005782118,0.0003809089,0.5551137,0.000160695,0.002985118,0.01235271,0.3636976,0.007200971],"study_design_scores_gemma":[0.006455925,0.003275725,0.007128831,0.0009517398,0.0006732744,0.00008558077,0.2427271,0.2362978,0.01391771,0.005950793,0.4791063,0.003429164],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8556362,0.003422579,0.003172047,0.09431128,0.0007398712,0.006708477,0.0001722828,0.0009534009,0.03488381],"genre_scores_gemma":[0.9873187,0.001113428,0.001014343,0.004504063,0.0005742844,0.0003483824,0.00001729041,0.00007715566,0.005032355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3123866,"threshold_uncertainty_score":0.9996845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1351548437096282,"score_gpt":0.3826845726641269,"score_spread":0.2475297289544987,"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."}}