{"id":"W2093742173","doi":"10.5539/ass.v9n12p237","title":"Increase Motivation and Knowledge the Environment through Contextual Model","year":2013,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Educational Methods and Outcomes","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cronbach's alpha; Curriculum; Psychology; Reliability (semiconductor); Environmental education; Exploratory research; Mathematics education; Validity; Knowledge management; Medical education; Pedagogy; Computer science; Sociology; Psychometrics; Medicine; Social science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001099216,0.00006039347,0.0000690352,0.00001971711,0.002327117,0.000167124,0.0002907262,0.00003890454,0.0001420671],"category_scores_gemma":[0.0004526177,0.00004314075,0.00002466736,0.00025015,0.002341857,0.0006041447,0.00007739886,0.00007462223,0.00005549608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000122084,"about_ca_system_score_gemma":0.0002973187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00161259,"about_ca_topic_score_gemma":0.00006539692,"domain_scores_codex":[0.9989749,0.0001573747,0.00009926218,0.0001830815,0.0003420142,0.0002434271],"domain_scores_gemma":[0.9995239,0.0001933035,0.00005355591,0.00007859863,0.00006163431,0.00008904305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[7.545579e-7,0.00003704555,0.002528885,0.000001312855,0.000002468557,5.408323e-8,0.11203,7.386566e-7,0.0003125505,0.7279005,0.001136451,0.1560493],"study_design_scores_gemma":[0.0001734633,0.00001748313,0.5888067,0.000006102528,0.00001149802,3.946078e-7,0.09327612,0.0002952541,0.00008916907,0.2896988,0.02740746,0.0002175509],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1832847,0.0001087387,0.003594025,0.03602625,0.0002147747,0.0004507144,0.000003117684,0.00003495156,0.7762827],"genre_scores_gemma":[0.9947817,0.00002296628,0.002856169,0.0005901869,0.0001970569,0.00002607934,4.621319e-7,0.000003316259,0.001522028],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8114971,"threshold_uncertainty_score":0.9989717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06078186203598409,"score_gpt":0.3721231246964554,"score_spread":0.3113412626604713,"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."}}