{"id":"W1897887471","doi":"","title":"Estudo de caso I - a Escola Profissional Bento Jesus Caraças","year":2014,"lang":"pt","type":"article","venue":"Service social","topic":"Science and Education Research","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002984881,0.0002193874,0.0002698051,0.000125891,0.003048417,0.0004153684,0.001053029,0.0003559898,0.00209211],"category_scores_gemma":[0.0004092951,0.0002233119,0.0001537267,0.001844873,0.0003541056,0.0003549626,0.0002146315,0.0004411407,0.00112497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004809134,"about_ca_system_score_gemma":0.003219159,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01955175,"about_ca_topic_score_gemma":0.01888079,"domain_scores_codex":[0.9954709,0.0008170645,0.000304615,0.0005386476,0.001625997,0.001242771],"domain_scores_gemma":[0.9982375,0.000266548,0.0001509434,0.0002310677,0.0005618971,0.00055205],"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":[0.00008117572,0.0006466437,0.06705381,0.0001903933,0.00007639301,0.000008314778,0.7725426,0.00001930267,0.001042319,0.01584531,0.1321237,0.01037002],"study_design_scores_gemma":[0.001097926,0.0002025156,0.2382617,0.0001094148,0.0001007763,0.000004459948,0.3657466,0.00203736,0.0002601384,0.005696011,0.3855816,0.0009015151],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8822362,0.00007927107,0.00002478296,0.0855974,0.001618366,0.0004602195,0.00002118993,0.00007178229,0.02989075],"genre_scores_gemma":[0.9719659,0.0000233863,0.00007286753,0.004827361,0.004435092,0.00006762713,0.00001166861,0.00002297829,0.01857313],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.406796,"threshold_uncertainty_score":0.9996527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07854112016079762,"score_gpt":0.4275031868472745,"score_spread":0.3489620666864768,"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."}}