{"id":"W4361212229","doi":"10.5539/ies.v16n2p164","title":"Mapping Measurement Scales for the Assessment of Learning Environments","year":2023,"lang":"en","type":"article","venue":"International Education Studies","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Conselho Nacional de Desenvolvimento Científico e Tecnológico","keywords":"Representativeness heuristic; Sample (material); Scale (ratio); Psychology; Geography; Cartography; 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":[],"consensus_categories":[],"category_scores_codex":[0.001205754,0.00006400022,0.00009080501,0.00009400189,0.0005514438,0.00002748096,0.0002298253,0.00001811311,0.00005475889],"category_scores_gemma":[0.0009568221,0.00004897208,0.00006612354,0.0001269923,0.000172071,0.00008437157,0.00006122895,0.00005089468,0.00001765793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003313925,"about_ca_system_score_gemma":0.0001664238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006776772,"about_ca_topic_score_gemma":0.00005116662,"domain_scores_codex":[0.9986622,0.00005795617,0.0002112225,0.0001293118,0.000819995,0.0001193389],"domain_scores_gemma":[0.998962,0.0005035073,0.0001430693,0.00007233358,0.0002956675,0.00002335639],"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":[0.000007869463,0.0005172097,0.7390761,0.00004316728,0.001428165,1.292828e-7,0.04325311,0.002207929,0.000593868,0.1152098,0.03866341,0.05899924],"study_design_scores_gemma":[0.00007672099,0.000006520629,0.3784585,0.00001972231,0.00001008154,5.077247e-8,0.08618032,0.00006576286,0.00001021866,0.001200711,0.5339269,0.00004445162],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6459635,0.006077636,0.01594325,0.2443019,0.03585928,0.002912198,0.00004398819,0.0002077302,0.04869049],"genre_scores_gemma":[0.9795469,0.002660472,0.0007214397,0.0001702602,0.00033798,0.000377531,0.00001347535,0.000006521783,0.01616544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4952635,"threshold_uncertainty_score":0.4241315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1941229723891399,"score_gpt":0.4851647782850488,"score_spread":0.2910418058959089,"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."}}