{"id":"W1969934461","doi":"10.1007/s10984-012-9110-x","title":"Development and validation of the Place-Based Learning and Constructivist Environment Survey (PLACES)","year":2012,"lang":"en","type":"article","venue":"Learning Environments Research","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Learning environment; Sociology of Education; Constructivist teaching methods; Environmental education; Educational technology; Inclusion (mineral); Psychology; Pedagogy; Mathematics education; Teaching method; Social psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05367678,0.0009441376,0.001342115,0.006430573,0.002183352,0.003143558,0.003068352,0.001739101,0.002155187],"category_scores_gemma":[0.06937213,0.001482701,0.002193712,0.003941094,0.002061085,0.00245316,0.005933499,0.002336496,0.001379787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004103854,"about_ca_system_score_gemma":0.01649043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01844635,"about_ca_topic_score_gemma":0.0280401,"domain_scores_codex":[0.9616631,0.01810982,0.0055655,0.002832364,0.01014959,0.001679647],"domain_scores_gemma":[0.9003831,0.03839917,0.00640377,0.01243748,0.03959215,0.002784337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00111026,0.01049368,0.5576147,0.001080429,0.0003905418,0.0003845464,0.0267192,0.007053761,0.01419523,0.009823287,0.00740328,0.3637311],"study_design_scores_gemma":[0.001020542,0.007787992,0.8686502,0.0005454971,0.0004099584,0.0003469521,0.02107284,0.01106091,0.0199681,0.004773896,0.06403477,0.0003282071],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.730854,0.0004061924,0.1458028,0.0009738182,0.0004983354,0.0946988,0.008754183,0.0008734671,0.01713838],"genre_scores_gemma":[0.4966326,0.0006051135,0.2924072,0.0007845678,0.0001203859,0.1905108,0.01140881,0.0004127271,0.007117778],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.05367678,"threshold_uncertainty_score":0.2838734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08615208594332026,"score_gpt":0.3866727433850692,"score_spread":0.3005206574417489,"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."}}