{"id":"W7131250556","doi":"10.5281/zenodo.18757041","title":"Analysing Adoption Patterns of E-Learning Platforms Among Female Secondary School Teachers in South Africa: A Methodological Framework","year":2002,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"E-Learning and COVID-19","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Thematic analysis; School teachers; Data collection; Qualitative property; Face (sociological concept); Semi-structured interview; Qualitative research; Multimethodology","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00314883,0.0001231304,0.0002236678,0.000348953,0.001851605,0.0003800458,0.0006313311,0.0001783457,0.01837902],"category_scores_gemma":[0.007850315,0.0001246472,0.00008671488,0.00101111,0.0003234821,0.0003377232,0.0003637829,0.0009648824,0.001078826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002460091,"about_ca_system_score_gemma":0.000008354182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001898192,"about_ca_topic_score_gemma":0.00000756807,"domain_scores_codex":[0.9969766,0.001386376,0.0003216118,0.0003745988,0.0005029612,0.0004378432],"domain_scores_gemma":[0.998938,0.0001875276,0.0002168301,0.0002278416,0.0001888722,0.0002409055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001640374,0.0005240652,0.07816758,0.0002056322,0.0001844065,0.00007762804,0.6747514,0.005989492,0.0006458446,0.0169127,0.005142775,0.2172345],"study_design_scores_gemma":[0.001325275,0.0007127127,0.07337061,0.0003811951,0.00007163729,0.00001060384,0.3040262,0.002632895,0.00006720495,0.001459433,0.615168,0.0007743021],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9108433,0.0001283076,0.01540355,0.0002793993,0.0000527883,0.0002770092,0.00001735703,0.0005335413,0.07246476],"genre_scores_gemma":[0.9969199,0.00006229288,0.001120958,0.00004494737,0.0001035611,7.487007e-8,0.00007425044,0.0002577463,0.001416215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6100252,"threshold_uncertainty_score":0.9996989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1294187413402936,"score_gpt":0.3219202933940551,"score_spread":0.1925015520537615,"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."}}