{"id":"W2252556443","doi":"","title":"Online Project Development in Higher Education","year":2013,"lang":"en","type":"article","venue":"Society for Information Technology & Teacher Education International Conference","topic":"Educational Innovations and Challenges","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Computer science","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":[0.0002161883,0.0001840861,0.0001345365,0.0006801221,0.0001456419,0.0002738997,0.001044363,0.0002310549,0.0003292341],"category_scores_gemma":[0.0000428803,0.0001908985,0.00008521683,0.0008580164,0.00007350511,0.002863739,0.0001360737,0.000277344,0.0001218083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004413741,"about_ca_system_score_gemma":0.002758343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006983146,"about_ca_topic_score_gemma":0.00001143911,"domain_scores_codex":[0.9985628,0.00001345036,0.0006391657,0.0002734879,0.0002744829,0.0002366177],"domain_scores_gemma":[0.99745,0.00003293702,0.0003220739,0.0003467539,0.001807119,0.00004111606],"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":[0.000001226102,0.0007302147,0.001389064,0.00002625096,0.0000294499,6.240974e-9,0.001928911,0.000003278447,0.00007131996,0.7871727,0.02411642,0.1845312],"study_design_scores_gemma":[0.0008020519,0.00007357553,0.09670636,0.0001766172,0.00001033791,0.00001268305,0.02904696,0.006333672,0.0007139436,0.1108625,0.7545001,0.0007611667],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4243626,0.0005899663,0.1282685,0.3793917,0.009346496,0.004449707,0.00004247345,0.001321793,0.0522268],"genre_scores_gemma":[0.7884577,0.00005110226,0.1978417,0.002570859,0.0001814363,0.003371248,0.0007230446,0.00001024411,0.006792709],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7303836,"threshold_uncertainty_score":0.7784613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06068423197232636,"score_gpt":0.335922692464254,"score_spread":0.2752384604919277,"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."}}