{"id":"W4396983528","doi":"10.69520/jipe.v4i1.126","title":"In Conversation With","year":2022,"lang":"en","type":"article","venue":"Journal of innovation in polytechnic education.","topic":"Digital Education and Society","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humber Polytechnic","funders":"","keywords":"Conversation; Computer science; Psychology; Communication","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":[0.0009436879,0.00005790549,0.00009739376,0.0009513785,0.00004553845,0.0000526351,0.0004228873,0.00002093503,0.00007377724],"category_scores_gemma":[0.0001077027,0.00005619846,0.00001747744,0.004534713,0.00002023579,0.001052535,0.00004754437,0.000288675,0.000002044145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004771916,"about_ca_system_score_gemma":0.001952324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001814397,"about_ca_topic_score_gemma":0.000002742567,"domain_scores_codex":[0.9987801,0.00004566625,0.0006466936,0.00009978838,0.0003318596,0.00009585738],"domain_scores_gemma":[0.9988462,0.00003909793,0.0005499644,0.0001675922,0.0003762849,0.00002084949],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00003119847,0.001617901,0.02504239,0.00001722292,0.00001286496,0.000007472933,0.01387443,0.001699279,0.0006913666,0.8831933,0.04799989,0.0258127],"study_design_scores_gemma":[0.006351498,0.00177538,0.3792701,0.0002965991,0.00001474628,0.001796507,0.07719766,0.00424984,0.003389963,0.1675653,0.3568139,0.001278545],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8370686,0.0002747613,0.08323507,0.06705778,0.0035549,0.0004222525,0.000001701362,0.00004717744,0.008337749],"genre_scores_gemma":[0.9840441,0.000005675168,0.01251732,0.002861821,0.00004678195,0.00003246497,0.000002688545,0.000004456109,0.0004846426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.715628,"threshold_uncertainty_score":0.346334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01045699677967839,"score_gpt":0.2721359476428544,"score_spread":0.2616789508631761,"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."}}