{"id":"W2130085339","doi":"","title":"Ecological Concept Development of Preservice Teacher Candidates: Opaque Empty Shells.","year":2010,"lang":"en","type":"article","venue":"The International Journal of Environmental and Science Education","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Presumption; Mathematics education; Christian ministry; Literacy; Environmental education; Discipline; Pedagogy; Subject matter; Sociology; Subject (documents); Ecology; Psychology; Political science; Computer science; Social science; Library science; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003920328,0.0001750365,0.0002511557,0.000620325,0.002969917,0.003064015,0.0005861877,0.0006739625,0.004445578],"category_scores_gemma":[0.01184594,0.0002665343,0.0002692986,0.0003267689,0.001762312,0.001415993,0.002680478,0.001247736,0.0009305922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001660595,"about_ca_system_score_gemma":0.005575608,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01506514,"about_ca_topic_score_gemma":0.04987292,"domain_scores_codex":[0.9989304,0.0003442037,0.000044948,0.00010709,0.0003073253,0.0002660452],"domain_scores_gemma":[0.9947039,0.001446253,0.0007166069,0.0002913296,0.001461555,0.00138031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002161432,0.001119837,0.1934818,0.0002132738,0.000006394251,0.001908222,0.7077323,0.0001032218,0.004602368,0.006639851,0.008569859,0.07540674],"study_design_scores_gemma":[0.00004322189,0.000875685,0.1290778,0.0002555797,0.00001765898,0.001298567,0.7968776,0.0005366423,0.003139689,0.00319351,0.06464062,0.00004335118],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9896678,0.000169033,0.0005151072,0.0008246715,0.00003564268,0.00009187043,0.0000274238,0.000007558183,0.008660884],"genre_scores_gemma":[0.9854689,0.0001425597,0.001148572,0.0002178253,0.000005306963,0.00007948819,0.00006054101,0.000007111606,0.01286978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01506514,"threshold_uncertainty_score":0.02995491,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006329274266842523,"score_gpt":0.2609609812154788,"score_spread":0.2546317069486362,"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."}}