{"id":"W4377138631","doi":"10.54751/revistafoco.v16n5-087","title":"CONSTRUÇÃO DE UM PROTÓTIPO DE CONFORMAÇÃO MECÂNICA: LAMINADOR","year":2023,"lang":"pt","type":"article","venue":"Revista Foco","topic":"Science and Science Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"PROTO Manufacturing (Canada)","funders":"","keywords":"Physics; Humanities; 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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006331834,0.0002328008,0.0003302612,0.0002249665,0.001316049,0.0008000922,0.001146965,0.0002271065,0.000882035],"category_scores_gemma":[0.001597027,0.0002231682,0.0001761723,0.003230207,0.001081123,0.0007239399,0.0001373578,0.0003097042,0.002280784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005112654,"about_ca_system_score_gemma":0.003835959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005633225,"about_ca_topic_score_gemma":0.0002507409,"domain_scores_codex":[0.9962112,0.0003995101,0.0004885623,0.0005510316,0.0009008496,0.001448888],"domain_scores_gemma":[0.9981585,0.0003363314,0.0002707635,0.0004728054,0.0001940029,0.0005675887],"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":[0.00004526944,0.0003219476,0.09272274,0.0005302946,0.00006576925,0.00009884769,0.2265064,0.00005138589,0.003029053,0.1919345,0.3228697,0.1618242],"study_design_scores_gemma":[0.0005163758,0.0002442704,0.0354206,0.0005203311,0.000096207,0.00003796884,0.1498364,0.00690606,0.0008014925,0.002895738,0.8017948,0.000929838],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9355903,0.0005853917,0.0004967676,0.02395318,0.001981493,0.002186416,0.00003996099,0.0004108258,0.03475561],"genre_scores_gemma":[0.9521214,0.0007576586,0.0002371535,0.0007884179,0.000594658,0.0001590173,0.00001292061,0.0000191388,0.04530965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4789251,"threshold_uncertainty_score":0.9999841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08106725153954354,"score_gpt":0.394919357204256,"score_spread":0.3138521056647125,"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."}}