{"id":"W3206846191","doi":"10.1080/08923647.2021.1989234","title":"Speaking Personally–with Farhad Saba and Rick Shearer","year":2021,"lang":"en","type":"article","venue":"American Journal of Distance Education","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Distance education; Library science; Sociology; Field (mathematics); Pedagogy; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002525,0.00005106616,0.0001202257,0.00004140245,0.0001741273,0.00006949503,0.00006445761,0.00001201821,0.00007947793],"category_scores_gemma":[0.0001609512,0.00004307964,0.00003707832,0.0003212201,0.0002180654,0.0002402684,0.00000572626,0.0001462432,0.000001788561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008184455,"about_ca_system_score_gemma":0.001758413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001570571,"about_ca_topic_score_gemma":0.0006638314,"domain_scores_codex":[0.9992806,0.0001248429,0.000130698,0.0000895441,0.0002471678,0.0001271393],"domain_scores_gemma":[0.9992687,0.00008477484,0.0001942639,0.00005174133,0.0003060559,0.00009450036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003536609,0.0001399122,0.0886158,0.000008813947,0.00003786889,0.00001367744,0.02141633,0.00001002354,0.0001507448,0.004780321,0.0004320045,0.8843591],"study_design_scores_gemma":[0.0001454761,0.00016741,0.04032119,0.0001531708,0.00004351388,0.00004593886,0.4726856,0.000003833543,0.00004719219,0.0001606289,0.4861,0.000125969],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9821786,0.001307652,0.001533283,0.008587628,0.0002155256,0.00002587469,6.912673e-7,0.000005819432,0.006144888],"genre_scores_gemma":[0.9886339,0.000225277,0.009939008,0.000210374,0.0005099611,6.462134e-7,0.000001218726,0.000005911345,0.000473648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8842332,"threshold_uncertainty_score":0.3119349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007624436020062437,"score_gpt":0.3076065164749179,"score_spread":0.2999820804548555,"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."}}