{"id":"W2109376401","doi":"","title":"“Ways of Doing,” Learning, Teaching, and Researching","year":2005,"lang":"en","type":"article","venue":"Canadian journal of environmental education","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commensurability (mathematics); Coherence (philosophical gambling strategy); Environmental education; Curriculum; Pedagogy; Congruence (geometry); Curriculum studies; Mathematics education; Outdoor education; Psychology; Sociology; Epistemology; Social psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007397824,0.0001090749,0.000129578,0.0001262284,0.0002686921,0.00002598996,0.0001818264,0.00006171524,0.003601968],"category_scores_gemma":[0.0001606529,0.0001098026,0.00005507351,0.00005646138,0.0004481928,0.0003995499,0.00003754325,0.0005792584,0.00004308521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009389983,"about_ca_system_score_gemma":0.0002260941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004109343,"about_ca_topic_score_gemma":0.00121235,"domain_scores_codex":[0.998851,0.0001584665,0.0003456885,0.0001586132,0.0002476841,0.0002385655],"domain_scores_gemma":[0.9991076,0.0000499806,0.0002348953,0.0001459725,0.000004214882,0.0004573155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001355596,0.0003090591,0.5491365,0.00001949449,0.00001672419,0.000004983026,0.01002458,0.001088137,0.007689477,0.0002906083,0.01240553,0.4190014],"study_design_scores_gemma":[0.0001863626,0.0001568666,0.4556065,0.00002003825,0.00001513518,0.00009424644,0.004704396,0.00005063127,0.00064103,0.000340347,0.5380477,0.0001367407],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9838115,0.0002845706,0.00006769964,0.005642938,0.00009033732,0.0001164844,0.000002837255,0.000002467526,0.009981189],"genre_scores_gemma":[0.9925445,0.00003723185,0.004547097,0.001530077,0.0001090306,0.000002693458,0.000004224215,0.0000132773,0.001211877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5256422,"threshold_uncertainty_score":0.9973089,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008089245540581685,"score_gpt":0.2470863991546317,"score_spread":0.23899715361405,"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."}}