{"id":"W1594019706","doi":"","title":"The Academic Exception as Foundation for Innovation in Online Learning","year":2008,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"MacEwan University","funders":"","keywords":"Foundation (evidence); Computer science; Engineering ethics; Data science; Political science; Engineering","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":[0.0003278919,0.0001307004,0.0001239824,0.001009493,0.000429416,0.0000406093,0.0004208558,0.0001372044,0.00002985755],"category_scores_gemma":[0.0008123645,0.000112081,0.00001377792,0.002031128,0.0002638205,0.000269067,0.00006075745,0.0005345147,0.00002642994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008214474,"about_ca_system_score_gemma":0.0005876375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007390476,"about_ca_topic_score_gemma":0.0001431119,"domain_scores_codex":[0.9987637,0.00003597507,0.0004051556,0.0003403472,0.0002198207,0.0002350152],"domain_scores_gemma":[0.9979999,0.0009598448,0.0002020042,0.0002165207,0.0005868853,0.0000348504],"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":[0.000005230312,0.00008146997,0.003865162,0.000004228568,0.000004387126,2.705178e-7,0.0005583978,0.00000335249,0.0003493312,0.9709154,0.0004922997,0.02372045],"study_design_scores_gemma":[0.0002409477,0.00007256333,0.04808233,0.0000354839,0.000001780858,0.00001397172,0.000224545,0.001141932,0.0002368493,0.9481027,0.001723333,0.000123527],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.250379,0.0002282711,0.002944668,0.744718,0.001035962,0.0002527839,0.000001939467,0.00007879418,0.0003606351],"genre_scores_gemma":[0.9938096,0.001038559,0.002531735,0.0003419468,0.0003967047,0.0004285327,0.0001422018,0.000007904121,0.001302772],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.744376,"threshold_uncertainty_score":0.4570532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08418728454879043,"score_gpt":0.3399799170606315,"score_spread":0.255792632511841,"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."}}