{"id":"W4402753007","doi":"10.5539/jel.v14n1p194","title":"Ethnoknowledge and Field Class Activities in Landscape Understanding","year":2024,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Fundação Cearense de Apoio ao Desenvolvimento Científico e Tecnológico","keywords":"Field (mathematics); Class (philosophy); Mathematics education; Psychology; Sociology; Geography; Mathematics; Computer science; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009709916,0.0005460409,0.0003575011,0.003049992,0.005863971,0.007099312,0.001447917,0.001523671,0.009800715],"category_scores_gemma":[0.008988465,0.0003612124,0.0001946074,0.001637351,0.01819515,0.01281738,0.007010531,0.00187587,0.0005053901],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003011521,"about_ca_system_score_gemma":0.001697985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003009137,"about_ca_topic_score_gemma":0.007515271,"domain_scores_codex":[0.9890265,0.009543948,0.0001334361,0.0004617335,0.0003920537,0.0004423838],"domain_scores_gemma":[0.9888881,0.009346652,0.0005007529,0.0006249839,0.0002834948,0.0003560146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004958327,0.0001609381,0.00436491,0.0002703702,0.000008273783,0.0005712053,0.8099797,0.0002896281,0.0008884436,0.1230635,0.001602242,0.05875117],"study_design_scores_gemma":[0.00001049557,0.00008241925,0.005304545,0.0006282105,0.00000894751,0.0006100985,0.8285998,0.000490363,0.0007548372,0.07863759,0.08485509,0.00001768111],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6608404,0.007184719,0.0812785,0.01116835,0.0004831414,0.0003745861,0.0001416249,0.00009578195,0.2384329],"genre_scores_gemma":[0.9845878,0.001391503,0.005121111,0.0004484438,0.00007912591,0.0001483885,0.00003440167,0.00004290889,0.008146316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009800715,"threshold_uncertainty_score":0.05135155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1243209807033356,"score_gpt":0.4193290989677457,"score_spread":0.2950081182644101,"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."}}