{"id":"W7116971958","doi":"10.55667/10.55667/ijede.2025.v40.i2.1384","title":"The Road Less Travelled: Alternative Pathways for Teacher Candidates","year":2025,"lang":"en","type":"article","venue":"International journal of e-learning & distance education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"","keywords":"Bachelor; Professional development; Occupational training; Distance education; Ligne; Certificate","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.00464278,0.0003402694,0.0003014475,0.0008712171,0.00303516,0.003882929,0.001924935,0.001134419,0.01244765],"category_scores_gemma":[0.01601324,0.0002603167,0.0006053298,0.0008111247,0.001570965,0.003019881,0.005489699,0.001387352,0.001465734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00331637,"about_ca_system_score_gemma":0.01716354,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01337431,"about_ca_topic_score_gemma":0.03490148,"domain_scores_codex":[0.9946887,0.003317982,0.0001946616,0.000386611,0.0007132252,0.0006986788],"domain_scores_gemma":[0.9912366,0.002899145,0.00127969,0.0005795908,0.000890575,0.003114421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.001169434,0.01142167,0.1501782,0.002249943,0.00009715024,0.0008658139,0.06063775,0.003410156,0.002630448,0.02940056,0.009611716,0.7283272],"study_design_scores_gemma":[0.001645589,0.01946041,0.2491959,0.005497286,0.0005764334,0.002189898,0.3125086,0.01425173,0.006138961,0.03215656,0.356002,0.0003766858],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503673,0.0005051462,0.01031886,0.006265171,0.0001582315,0.0009919343,0.0001516027,0.0002207915,0.03102088],"genre_scores_gemma":[0.9731478,0.0006285208,0.01661658,0.0005539851,0.00002766499,0.0008420357,0.0001052267,0.00003367107,0.008044578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01337431,"threshold_uncertainty_score":0.04164153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05794652297883988,"score_gpt":0.3976861369532813,"score_spread":0.3397396139744414,"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."}}