{"id":"W4415814933","doi":"10.69520/jipe.v7i1.276","title":"Curiosity to Confidence with the AI Hub","year":2025,"lang":"en","type":"article","venue":"Journal of innovation in polytechnic education.","topic":"Ethics and Social Impacts of AI","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph-Humber","funders":"","keywords":"Curiosity; Bridging (networking); Resource (disambiguation); Space (punctuation); Generative grammar; Key (lock)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002978962,0.00005598876,0.0001084848,0.0004675396,0.0003368866,0.0001449312,0.0003659721,0.00008307913,0.00004356752],"category_scores_gemma":[0.002606637,0.00003996067,0.00001980846,0.003575337,0.0001726962,0.0003942271,0.00001932243,0.000448787,0.00000262924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002475772,"about_ca_system_score_gemma":0.004772362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007894574,"about_ca_topic_score_gemma":0.001049472,"domain_scores_codex":[0.9988959,0.00009736501,0.0004420889,0.00006814176,0.0003608967,0.0001355411],"domain_scores_gemma":[0.9967541,0.0002122431,0.0003467345,0.0001231998,0.002525904,0.00003787558],"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":[0.00001573387,0.00008485335,0.004211519,0.000004822055,0.000009563464,3.864192e-7,0.007911718,0.00001651002,0.0002694796,0.9126892,0.06962138,0.00516484],"study_design_scores_gemma":[0.0004189472,0.0001908573,0.1059047,0.0007243904,0.00002957497,0.000006395451,0.05230774,0.000002864651,0.001139354,0.2674518,0.5715881,0.0002352774],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1767179,0.0001907642,0.00796964,0.777405,0.0009032709,0.0003101389,7.537959e-7,0.00001541129,0.0364871],"genre_scores_gemma":[0.9686784,0.00004993546,0.0008676939,0.02750365,0.0002184079,0.000008768194,3.303373e-7,0.000003266774,0.002669549],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7919605,"threshold_uncertainty_score":0.8465966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01963979135769102,"score_gpt":0.4074893677933107,"score_spread":0.3878495764356197,"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."}}