{"id":"W1593474083","doi":"","title":"In Search of an Ecological Approach to Research: A Meditation on Topos","year":2003,"lang":"en","type":"article","venue":"Canadian journal of environmental education","topic":"Environmental Philosophy and Ethics","field":"Environmental Science","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Meditation; Environmental education; Ecology; Sociology; Sustainability; Topos theory; Environmental ethics; Ecological systems theory; Epistemology; Geography; Pedagogy; Philosophy; Archaeology","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":[0.0114564,0.0005209943,0.0004981547,0.0014262,0.01233688,0.008430195,0.00084306,0.003643634,0.001304407],"category_scores_gemma":[0.008803778,0.000415378,0.0004206169,0.001040251,0.07002495,0.01298656,0.004146711,0.01586273,0.0002635849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006369459,"about_ca_system_score_gemma":0.004067693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008996603,"about_ca_topic_score_gemma":0.01677337,"domain_scores_codex":[0.9907718,0.007236978,0.0001241555,0.0004182908,0.0009943084,0.0004544949],"domain_scores_gemma":[0.9911246,0.006917639,0.0003304983,0.0003809411,0.0005809981,0.0006653761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006046381,0.0001226171,0.001447088,0.0002206025,0.0000277637,0.0003467285,0.2973261,0.0001987486,0.0006874922,0.631674,0.03997388,0.02791437],"study_design_scores_gemma":[0.00004159448,0.00008655444,0.001813073,0.000596865,0.00002138631,0.0005772743,0.125568,0.0004568336,0.0005090135,0.3049552,0.5653318,0.00004248007],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06097906,0.05340914,0.01224972,0.7230213,0.00555739,0.00005829301,0.00003749382,0.0001129499,0.1445746],"genre_scores_gemma":[0.8368299,0.03147775,0.009838337,0.1004371,0.00290251,0.0001193384,0.00001933499,0.0001337209,0.01824197],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01233688,"threshold_uncertainty_score":0.06058794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08053682885404179,"score_gpt":0.3314054741506386,"score_spread":0.2508686452965968,"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."}}