{"id":"W4413924343","doi":"10.18357/otessaj.2024.4.3.88","title":"Redesigning Computing for Openness","year":2025,"lang":"en","type":"article","venue":"The Open/Technology in Education Society and Scholarship Association Journal","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Openness to experience; Computer science; Business; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.005570249,0.0001347804,0.0002152035,0.0003328564,0.001437465,0.0009450941,0.001792372,0.0003865079,0.00000416172],"category_scores_gemma":[0.001144095,0.0001197534,0.00006680639,0.001596625,0.00009008071,0.001525981,0.0004907538,0.001438627,0.000003616813],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006752056,"about_ca_system_score_gemma":0.0005360476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003979349,"about_ca_topic_score_gemma":0.000004917124,"domain_scores_codex":[0.9985051,0.0002391655,0.0004823715,0.0003086791,0.0001499321,0.0003147587],"domain_scores_gemma":[0.9978276,0.0005057426,0.0006089213,0.0003023128,0.0007335024,0.00002190632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001422907,0.0001745204,0.1355878,0.00001459934,0.0001443061,5.270808e-7,0.002420685,0.00002500793,0.002377609,0.77266,0.01057794,0.07600268],"study_design_scores_gemma":[0.002032105,0.0001041304,0.07751141,0.0004102414,0.00004175795,0.0001334547,0.01320438,0.004283207,0.007254995,0.8724129,0.02222689,0.0003845688],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5855347,0.000800485,0.2564098,0.1522188,0.00264857,0.001002813,0.000001323126,0.0001576849,0.001225926],"genre_scores_gemma":[0.9495102,0.0001161958,0.0459649,0.003184907,0.00008135863,0.0000997437,0.000002555619,0.000008012926,0.001032152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3639755,"threshold_uncertainty_score":0.9998626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02420404477845174,"score_gpt":0.3626798125760166,"score_spread":0.3384757677975649,"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."}}