{"id":"W4408168668","doi":"10.33418/education.1527281","title":"PSCP Cognitive Engagement Scale: A Scale Development Study","year":2025,"lang":"en","type":"article","venue":"Educational Academic Research","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Scale (ratio); Psychology; Geography; Cartography","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":[0.008730565,0.0003119132,0.0005431126,0.001473396,0.0005995919,0.0008017794,0.0006653772,0.0004652532,0.001709735],"category_scores_gemma":[0.0180599,0.0001938994,0.0006429771,0.001326679,0.000488882,0.000678194,0.001151999,0.001120268,0.0005544463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006057786,"about_ca_system_score_gemma":0.001922956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005675274,"about_ca_topic_score_gemma":0.001094071,"domain_scores_codex":[0.9964144,0.001070527,0.0004475886,0.0001814786,0.001735809,0.0001502173],"domain_scores_gemma":[0.9916871,0.003792911,0.0006232671,0.000380726,0.002906285,0.0006097222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005176882,0.005362938,0.6978267,0.0005351484,0.0001696805,0.0007291422,0.01415257,0.001327295,0.007020693,0.001635528,0.005076903,0.2656457],"study_design_scores_gemma":[0.0003011627,0.004984397,0.9606364,0.0002450318,0.00009532296,0.0007946228,0.008359575,0.006282244,0.002670222,0.0009392643,0.01462413,0.00006749516],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833769,0.00009694132,0.006108412,0.0002317301,0.00005637845,0.004248694,0.0007572711,0.00005831795,0.005065372],"genre_scores_gemma":[0.954845,0.000311517,0.0272676,0.0001640011,0.00004585189,0.01369493,0.001757695,0.0000381363,0.001875263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008730565,"threshold_uncertainty_score":0.04617214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1901446955940999,"score_gpt":0.5681439029833358,"score_spread":0.377999207389236,"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."}}