{"id":"W4286470610","doi":"10.24840/esc.vi62.264","title":"Imagine isto","year":2022,"lang":"pt","type":"article","venue":"Educação Sociedade & Culturas","topic":"Environmental Sustainability and Education","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Humanities; Photovoice; Political science; Psychology; Philosophy; 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","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000688015,0.0004616033,0.0003264064,0.00004434879,0.002402608,0.000137548,0.0008507516,0.0001228143,0.1113544],"category_scores_gemma":[0.00007098156,0.000492441,0.0003312497,0.0006994909,0.0006441994,0.0005246662,0.001175515,0.001027392,0.003318999],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005802808,"about_ca_system_score_gemma":0.0001476006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001189957,"about_ca_topic_score_gemma":0.00003870693,"domain_scores_codex":[0.9960324,0.0003968356,0.0004960428,0.001024786,0.001055502,0.0009944967],"domain_scores_gemma":[0.9985861,0.00007149218,0.0002416902,0.0006847543,0.00001268558,0.000403242],"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":[0.00006217059,0.003570991,0.05206028,0.0001069185,0.00009843079,0.00002515531,0.1324832,0.00351586,0.0117271,0.0003831605,0.7827243,0.01324252],"study_design_scores_gemma":[0.0004975064,0.0002504902,0.1404194,0.000009908464,0.0001133643,0.00006548974,0.2686179,0.0001550873,0.0005880233,0.0009335207,0.5874953,0.0008540803],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9512023,0.00173408,0.00003349285,0.03065691,0.003813187,0.0009618814,0.0001286989,0.0001073,0.0113622],"genre_scores_gemma":[0.8652456,0.00009305806,0.0002161377,0.002756689,0.0004034149,0.0002610664,0.000157105,0.00005043631,0.1308164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.195229,"threshold_uncertainty_score":0.9997527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01116346283902473,"score_gpt":0.247724703978589,"score_spread":0.2365612411395642,"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."}}