{"id":"W651740479","doi":"","title":"Preparing Learners for Online Doctoral Study: Readiness App","year":2013,"lang":"en","type":"article","venue":"AUSpace (Athabasca University)","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Medical education; Computer science; Mobile apps; Pedagogy; Psychology; World Wide Web; Medicine","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":[0.0001797318,0.0001796407,0.0001968176,0.0003351185,0.0002216599,0.0001905754,0.001186742,0.00005214742,0.00002774452],"category_scores_gemma":[0.00005002922,0.0001882847,0.00009746677,0.0006060889,0.00005472966,0.0008665582,0.0008064021,0.0001464581,0.0001759446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001352026,"about_ca_system_score_gemma":0.00004711967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001064073,"about_ca_topic_score_gemma":0.001199782,"domain_scores_codex":[0.9986946,0.00008439663,0.0001105399,0.0005475009,0.000188926,0.0003740283],"domain_scores_gemma":[0.9989401,0.00009602622,0.00009575739,0.0005871542,0.0001440439,0.0001368817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001857617,0.005652802,0.1408114,0.0004553575,0.001291513,0.0003024893,0.03645998,0.004113929,0.0005910488,0.3244889,0.211209,0.2744378],"study_design_scores_gemma":[0.004409044,0.001519573,0.03095196,0.0001114419,0.0001518172,0.000006590712,0.02507959,0.0649977,0.0002046091,0.0006881694,0.8705903,0.001289194],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7287402,0.00003749639,0.2104077,0.002640434,0.0007160034,0.001732994,0.000004017158,0.001069366,0.05465179],"genre_scores_gemma":[0.8668157,0.000005280641,0.02015772,0.00005338677,0.00008445969,0.000005596976,0.000007385985,0.00001716836,0.1128532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6593813,"threshold_uncertainty_score":0.7678028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02250613910844862,"score_gpt":0.2390932908241102,"score_spread":0.2165871517156616,"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."}}