{"id":"W3175872251","doi":"10.5539/hes.v11n3p56","title":"Effects of the Instructional Model Based on Creative Problem-Solving Principles with Social Media to Promote the Creation of Educational Innovation for Pre-service Teachers","year":2021,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Technology-Enhanced Education Studies","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Mahasarakham University","keywords":"Test (biology); Mathematics education; Psychology; Service (business); Social media; Descriptive statistics; Sociology; Computer science; Marketing; Mathematics; Business; Statistics","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":[0.003028202,0.0007920276,0.0005093961,0.0007718723,0.0004156312,0.000983933,0.001146312,0.0008083824,0.003724415],"category_scores_gemma":[0.01051218,0.0004615902,0.0008807438,0.0003504665,0.0004575776,0.0008567456,0.001048602,0.001053937,0.0004154799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007488275,"about_ca_system_score_gemma":0.002014057,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008973573,"about_ca_topic_score_gemma":0.001769331,"domain_scores_codex":[0.998153,0.0009518398,0.0001359741,0.0001791527,0.0004005074,0.0001794898],"domain_scores_gemma":[0.9863933,0.009325108,0.001398533,0.001075009,0.0005443119,0.0012637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01450799,0.3071001,0.0424538,0.003692029,0.0005334757,0.0005314634,0.01345,0.01484795,0.04746136,0.002658399,0.004889837,0.5478736],"study_design_scores_gemma":[0.02872078,0.3981752,0.2869385,0.002562006,0.003507522,0.001080674,0.01790809,0.07417661,0.1486752,0.004935594,0.03277894,0.0005409525],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991006,0.00007140139,0.00349223,0.0002848491,0.00003394211,0.001378579,0.00006271821,0.0002246068,0.003445756],"genre_scores_gemma":[0.9456561,0.0003501436,0.04691502,0.0002525041,0.0000361687,0.003160858,0.0001794233,0.00002848291,0.003421314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003724415,"threshold_uncertainty_score":0.01601481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0460015254447062,"score_gpt":0.3740085543577133,"score_spread":0.3280070289130071,"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."}}