{"id":"W4403261831","doi":"10.1016/j.ssaho.2024.101126","title":"Beliefs and factors influencing teachers’ deployment of social media in instructional delivery in public basic schools in a developing and low-tech country","year":2024,"lang":"en","type":"article","venue":"Social Sciences & Humanities Open","topic":"Gender and Technology in Education","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Software deployment; Social media; Business; Public relations; Psychology; Sociology; Marketing; Political science; Computer science","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":[0.003301922,0.0002484719,0.0002490254,0.001055399,0.001487532,0.002123886,0.000342585,0.0005712868,0.001900577],"category_scores_gemma":[0.008194569,0.0004276473,0.0001862387,0.0008314225,0.002130838,0.001062159,0.000950634,0.0007372884,0.000198115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001740033,"about_ca_system_score_gemma":0.001888846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01418275,"about_ca_topic_score_gemma":0.0249382,"domain_scores_codex":[0.9982833,0.000851503,0.0001024762,0.0001252725,0.0002639586,0.0003735819],"domain_scores_gemma":[0.9907154,0.00476972,0.00268879,0.0001689207,0.0006199811,0.001037071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007465036,0.0004073053,0.6488336,0.0001179992,0.00001874394,0.0006646893,0.3317954,0.0000692899,0.001248212,0.0005886199,0.0002555567,0.01592597],"study_design_scores_gemma":[0.00001121128,0.0003291354,0.451788,0.0001817877,0.00002679202,0.0002379043,0.5446549,0.0001761316,0.0004011005,0.0001821861,0.001993011,0.00001784808],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993095,0.00005141718,0.00003535968,0.0001135524,0.000001983045,0.000004821947,0.000003838888,7.440669e-7,0.0004786289],"genre_scores_gemma":[0.9996629,0.00007128586,0.00004226183,0.00002518871,0.000001320896,0.000003650562,0.00000301714,7.563024e-7,0.0001896399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01418275,"threshold_uncertainty_score":0.02820039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08592400524264829,"score_gpt":0.3387627521099307,"score_spread":0.2528387468672824,"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."}}