{"id":"W4396981416","doi":"10.69520/jipe.v5i.165","title":"Transformative Potential of Applied Research","year":2024,"lang":"en","type":"article","venue":"Journal of innovation in polytechnic education.","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Royal University","funders":"","keywords":"Transformative learning; Sociology; Engineering ethics; Engineering; Pedagogy","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":[0.01870104,0.00007320495,0.0002015817,0.00458718,0.00005840261,0.0001298956,0.0004634609,0.00007549593,0.0008853282],"category_scores_gemma":[0.0009682939,0.00005359889,0.00005422355,0.009142388,0.000103824,0.0007270356,0.00002367711,0.0005144884,0.00005237863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001937988,"about_ca_system_score_gemma":0.003491359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005993123,"about_ca_topic_score_gemma":0.000003162232,"domain_scores_codex":[0.9950135,0.0001338361,0.002371987,0.0001350912,0.002205305,0.0001402392],"domain_scores_gemma":[0.9949492,0.0004932224,0.0005881668,0.000216333,0.003721984,0.00003113655],"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":[0.0001071257,0.0003815026,0.0007133138,0.00006191614,0.00002907183,0.000001754074,0.006724896,0.001115021,0.03310781,0.5497726,0.04141531,0.3665697],"study_design_scores_gemma":[0.001095748,0.0005475358,0.05270107,0.0008082878,0.00002618725,0.0001201375,0.0520694,0.006398547,0.04858343,0.7152981,0.1220397,0.0003118123],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8700576,0.0009485254,0.04261147,0.01435853,0.003149922,0.0005329382,0.000008197859,0.00002253822,0.06831021],"genre_scores_gemma":[0.9959594,0.00006685423,0.002991154,0.0001444685,0.0001977724,0.00001721025,0.00000340796,0.000006464176,0.0006132589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3662579,"threshold_uncertainty_score":0.9693723,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1955299027480797,"score_gpt":0.5526039934204441,"score_spread":0.3570740906723644,"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."}}