{"id":"W3036057576","doi":"10.5430/ijhe.v9n4p199","title":"Enhancing of Student Collaboration in Thinking, Pairing, and Sharing on Energy Conversion Learning","year":2020,"lang":"en","type":"article","venue":"International Journal of Higher Education","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universitas Negeri Yogyakarta","keywords":"Practicum; Documentation; Pairing; Action research; Reflection (computer programming); Mathematics education; Cooperative learning; Computer science; Energy (signal processing); Psychology; Teaching method; Mathematics; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003880436,0.0005499232,0.0005935308,0.0008426961,0.0008864618,0.001741739,0.0009047993,0.000654216,0.00290388],"category_scores_gemma":[0.009821083,0.0001845328,0.0005902892,0.0005309102,0.0006532961,0.001400041,0.003144653,0.0006280027,0.0005584161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004762911,"about_ca_system_score_gemma":0.001684021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002471624,"about_ca_topic_score_gemma":0.0004999574,"domain_scores_codex":[0.9918243,0.005574262,0.0002122134,0.0005318125,0.001397378,0.0004599433],"domain_scores_gemma":[0.9927143,0.004567239,0.0007215709,0.0007278047,0.000629187,0.0006398784],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007992831,0.009492161,0.03208099,0.001295812,0.00009832695,0.000398164,0.03363645,0.004169485,0.04468761,0.006231309,0.001252732,0.8658577],"study_design_scores_gemma":[0.001061734,0.06088177,0.3088231,0.001973638,0.001149879,0.003971728,0.109642,0.0549294,0.2983143,0.03844303,0.1203063,0.0005031892],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9433538,0.0001849369,0.0377635,0.0002975061,0.00004003289,0.0004106089,0.00002052686,0.0001563307,0.0177727],"genre_scores_gemma":[0.964232,0.0002621146,0.03247971,0.00005099407,0.00001772272,0.0002343026,0.0000282519,0.00001748815,0.002677459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003880436,"threshold_uncertainty_score":0.020522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02102864991856734,"score_gpt":0.3749750277063149,"score_spread":0.3539463777877476,"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."}}