{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001583143,0.0001008205,0.0001339233,0.0002941797,0.0001129773,0.00001526807,0.0002616268,0.0001111923,0.002046237],"category_scores_gemma":[0.000172206,0.00009750922,0.00004050493,0.0002641191,0.0003775873,0.0003342763,0.00001877943,0.0004708933,0.0001407229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001285099,"about_ca_system_score_gemma":0.0002262234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001221457,"about_ca_topic_score_gemma":0.001505831,"domain_scores_codex":[0.9982368,0.000403503,0.0003333575,0.0002087338,0.0005201168,0.0002974733],"domain_scores_gemma":[0.9989969,0.00008064997,0.00008141078,0.0001893131,0.000005773605,0.0006459409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006740098,0.044675,0.3386782,0.0001675655,0.000113477,0.0002705372,0.1075883,0.1713109,0.1576873,0.07011135,0.02064942,0.08807401],"study_design_scores_gemma":[0.0007192457,0.002510231,0.936325,0.00006233266,0.00001322942,0.0001281403,0.01285409,0.00007382235,0.01232737,0.01932362,0.01529853,0.0003644639],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9717054,0.00003043814,0.00001399063,0.0006682617,0.0002144808,0.0002420434,0.000008848722,7.518772e-7,0.0271158],"genre_scores_gemma":[0.9970216,0.00001230238,0.002120466,0.0005807178,0.00006451319,0.00001040547,0.000008087194,0.00001165178,0.0001702698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5976468,"threshold_uncertainty_score":0.998866,"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."}}