{"id":"W4402752998","doi":"10.5539/jel.v14n1p54","title":"Components and Indicators of Innovators Among Primary School Teachers","year":2024,"lang":"en","type":"article","venue":"Journal of Education and Learning","topic":"Digital literacy in education","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychology; Mathematics education; Pedagogy","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":[0.005354644,0.0003624762,0.0004623865,0.004087047,0.0005689526,0.002522834,0.0006619687,0.0005399921,0.0009075619],"category_scores_gemma":[0.02721552,0.0003746522,0.0006219047,0.002591498,0.001170964,0.001632728,0.002411634,0.0006454708,0.0001373134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001469574,"about_ca_system_score_gemma":0.002129016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002267323,"about_ca_topic_score_gemma":0.002647437,"domain_scores_codex":[0.9955522,0.000909234,0.0006328956,0.0004468832,0.002132424,0.0003262217],"domain_scores_gemma":[0.9769116,0.009318759,0.007377372,0.001533082,0.003726005,0.001133241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003028979,0.00007640981,0.9791419,0.00006183437,0.00003129758,0.00005024137,0.003793172,0.0002363377,0.0005222846,0.0005401198,0.00005652631,0.01545972],"study_design_scores_gemma":[0.000004733535,0.0001193087,0.9926299,0.00003817371,0.00003454975,0.0001326218,0.004560737,0.0008662623,0.0003928244,0.0006314531,0.0005766315,0.00001277119],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973334,0.0001005623,0.001092792,0.00005431417,0.000003581168,0.00003852777,0.00004522298,0.00001493588,0.00131672],"genre_scores_gemma":[0.9988317,0.00005456057,0.0008746323,0.000004744449,0.000003311256,0.00002666569,0.00007811573,0.000002486038,0.0001236619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005354644,"threshold_uncertainty_score":0.02831841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006531205135844665,"score_gpt":0.2644486357580872,"score_spread":0.2579174306222425,"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."}}