{"id":"W3102361114","doi":"10.17564/2316-3828.2020v8n3p366-377","title":"CONTRIBUIÇÕES DA MONITORIA ACADÊMICA NA FORMAÇÃO DOCENTE DE LICENCIANDOS EM CIÊNCIAS BIOLÓGICAS","year":2020,"lang":"pt","type":"article","venue":"Interfaces Científicas - Educação","topic":"Science and Education Research","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Humanities; Philosophy","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":["insufficient_payload"],"category_scores_codex":[0.00228618,0.0006849993,0.0007925097,0.000401667,0.001836446,0.001882581,0.003187408,0.0005869332,0.005103967],"category_scores_gemma":[0.003018355,0.0006479193,0.0004216758,0.003674257,0.0008213809,0.001294999,0.0006239744,0.001367506,0.004643549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007882525,"about_ca_system_score_gemma":0.002825061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007355423,"about_ca_topic_score_gemma":0.0002950969,"domain_scores_codex":[0.9917693,0.0007850637,0.001110263,0.001514227,0.002088653,0.002732514],"domain_scores_gemma":[0.9948738,0.0006922748,0.0005711931,0.0006888742,0.000801079,0.002372748],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005971954,0.001343074,0.01555013,0.0001729633,0.0002929365,0.00005183415,0.6715069,0.00006115063,0.01314135,0.001866672,0.2692243,0.02619147],"study_design_scores_gemma":[0.001528328,0.0008421097,0.003590079,0.0003760587,0.0001567202,0.00002061219,0.5112712,0.002508343,0.01982565,0.0002073371,0.4583386,0.001334892],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9182218,0.002643001,0.000237266,0.06325761,0.008415191,0.00131814,0.0001795583,0.0002565188,0.005470887],"genre_scores_gemma":[0.9860503,0.0008482158,0.00009714343,0.003540943,0.003093628,0.000110876,0.00002588636,0.00005747381,0.00617552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1891143,"threshold_uncertainty_score":0.9995972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1282147404453333,"score_gpt":0.4091782003750903,"score_spread":0.280963459929757,"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."}}