{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003854515,0.0001451699,0.0002221615,0.0001549603,0.0009242872,0.000021788,0.0002237313,0.00007763621,0.00002059022],"category_scores_gemma":[0.001263662,0.00009691364,0.00004962089,0.001829163,0.0004669601,0.0001270051,0.00005912941,0.0001174194,0.000001097698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003754516,"about_ca_system_score_gemma":0.002575484,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007958287,"about_ca_topic_score_gemma":0.0005485094,"domain_scores_codex":[0.9985715,0.0001386421,0.0003586214,0.0002749497,0.000482204,0.0001741329],"domain_scores_gemma":[0.9949281,0.001006478,0.0004826774,0.0001927264,0.003368704,0.00002130149],"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":[0.0001502647,0.0009935459,0.006976186,0.0004589669,0.00040524,1.791689e-8,0.2959797,0.003643536,0.003538858,0.6673118,0.01150624,0.009035618],"study_design_scores_gemma":[0.0009071132,0.00011549,0.7994474,0.0007606067,0.000313387,4.849998e-7,0.09947593,0.0001038463,0.02948483,0.03881669,0.03017274,0.0004014673],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.933717,0.0002659056,0.0005009624,0.06070863,0.0008016069,0.001278646,0.00001762905,0.00004917103,0.002660436],"genre_scores_gemma":[0.9747273,0.00001700444,0.01859886,0.0006346488,0.0003190573,0.001675137,0.00001834368,0.00001566692,0.003993955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7924712,"threshold_uncertainty_score":0.7108963,"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."}}