{"id":"W4327916709","doi":"10.55232/1087002.29","title":"SAÚDE MENTAL E EDUCAÇÃO: OLHAR DE CUIDADO ÀS/AOS PROFISSIONAIS EM EDUCAÇÃO","year":2023,"lang":"pt","type":"book-chapter","venue":"Instituto Scientia eBooks","topic":"Youth, Drugs, and Violence","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Sociology; Psychology","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","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.002781672,0.001385444,0.001181365,0.001034415,0.005093481,0.001242902,0.003088325,0.00127497,0.002441965],"category_scores_gemma":[0.0003465333,0.001402795,0.0009750405,0.0004612621,0.003634416,0.0006342418,0.001103809,0.001566395,0.007705444],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000977546,"about_ca_system_score_gemma":0.006748892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002092064,"about_ca_topic_score_gemma":0.003693101,"domain_scores_codex":[0.9900671,0.0002891433,0.001443729,0.002570834,0.003091954,0.002537295],"domain_scores_gemma":[0.9952753,0.0002039124,0.0008866352,0.001416436,0.0005159404,0.001701817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000182305,0.0005578466,0.00098331,0.0006773303,0.0006087932,0.0005064518,0.2244246,0.00002792339,0.003123749,0.5297626,0.04102594,0.1981192],"study_design_scores_gemma":[0.001221678,0.000247213,0.0007263765,0.005442565,0.0005486683,0.00006886652,0.02585495,0.0001589811,0.002103148,0.01257788,0.9478434,0.003206234],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04611646,0.0006395417,0.0001165191,0.0009009889,0.0305063,0.003092461,0.0007990441,0.0008370698,0.9169916],"genre_scores_gemma":[0.2408312,0.0005159138,0.000252077,0.0007846394,0.002428129,0.0001668042,0.0001302029,0.0002068482,0.7546842],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9068175,"threshold_uncertainty_score":0.9998896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06780943208735146,"score_gpt":0.3329769406676965,"score_spread":0.265167508580345,"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."}}