{"id":"W4390400305","doi":"10.56515/plj322303012","title":"Vetores de difusão do PLH: o espaço pedagógico e os FH","year":2023,"lang":"pt","type":"article","venue":"Portuguese Language Journal","topic":"Education Pedagogy and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Biology","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00560226,0.0003253542,0.0003904652,0.0004283578,0.0014651,0.0006601076,0.0008267006,0.000382304,0.02623882],"category_scores_gemma":[0.002679773,0.0003016689,0.0003051232,0.001109892,0.0002634767,0.001106497,0.000126727,0.001425027,0.002667098],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002160209,"about_ca_system_score_gemma":0.001796031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001129098,"about_ca_topic_score_gemma":0.001525132,"domain_scores_codex":[0.9954005,0.001285343,0.0006872921,0.0003953218,0.001080065,0.001151519],"domain_scores_gemma":[0.9966101,0.001092348,0.0008230715,0.0003896484,0.0002316246,0.000853219],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001328129,0.0004110414,0.05526879,0.00008191565,0.0003014842,0.002689007,0.5989192,0.00003115881,0.0004751773,0.001824027,0.2807726,0.0590928],"study_design_scores_gemma":[0.0008192705,0.0002136004,0.09491784,0.0002471227,0.0003273419,0.0005997856,0.5337719,0.0001177836,0.0001870002,0.00206099,0.365963,0.0007743185],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9023484,0.01945785,0.00006888226,0.0289824,0.006472567,0.0002718685,0.00005670135,0.0002602688,0.04208109],"genre_scores_gemma":[0.8687184,0.01269503,0.0001140126,0.001132276,0.007787901,0.00001573369,0.00003218233,0.00005701447,0.1094475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08519037,"threshold_uncertainty_score":0.9999436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0772916880684444,"score_gpt":0.439199047027104,"score_spread":0.3619073589586596,"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."}}