{"id":"W4405230381","doi":"10.11606/9786587047805","title":"Imaginários tecnocientíficos: v. 3","year":2024,"lang":"pt","type":"book","venue":"","topic":"Education and Digital Technologies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003566591,0.0003948643,0.000353571,0.0003716838,0.0003422601,0.0009637027,0.0009405167,0.0006846057,0.006485081],"category_scores_gemma":[0.0003126656,0.0003405474,0.0003436508,0.000708567,0.001054098,0.0003026957,0.0003363911,0.0006854383,0.03521515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005231783,"about_ca_system_score_gemma":0.001886651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001425322,"about_ca_topic_score_gemma":0.0002832041,"domain_scores_codex":[0.9975626,0.00003643114,0.0004080556,0.0007411443,0.0006771058,0.0005746016],"domain_scores_gemma":[0.99883,0.0001650639,0.0001284647,0.0005173002,0.0001668781,0.000192286],"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":[6.259376e-7,0.00003613635,0.000013251,0.00005569978,0.00002734143,0.000005795889,0.002854294,5.415898e-8,0.000002701012,0.4147556,0.5689753,0.01327312],"study_design_scores_gemma":[0.0000435445,0.00002859296,0.00000711332,0.0001724117,0.00004493329,0.000002133596,0.03417217,0.00000498094,0.00004324076,0.08840562,0.8766803,0.0003949793],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003816427,0.002865748,0.00004836426,0.0261464,0.004496019,0.0004287697,0.00005373971,0.001774892,0.9641479],"genre_scores_gemma":[0.007999412,0.001077592,0.0001568752,0.0009458737,0.000544999,0.00003990464,0.00004081447,0.00004775819,0.9891468],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.32635,"threshold_uncertainty_score":0.9999046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05688745625366717,"score_gpt":0.3575919606994364,"score_spread":0.3007045044457692,"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."}}