{"id":"W2226708889","doi":"","title":"Considering The Current Status Of CMS In Terms Of Technology Life Cycle And From A User-Centered Approach","year":2005,"lang":"en","type":"article","venue":"EdMedia: World Conference on Educational Media and Technology","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Current (fluid); Computer science; Engineering; Electrical 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":[0.00006242459,0.0001340985,0.0002359955,0.0006200948,0.00001988676,0.000006910457,0.0001558761,0.0001217229,0.0000439762],"category_scores_gemma":[0.0002215512,0.0001090029,0.00001354725,0.0005367529,0.0004210948,0.0000472576,0.00004789376,0.0003890218,0.000002394594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000351679,"about_ca_system_score_gemma":0.00009883627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001868063,"about_ca_topic_score_gemma":0.0001050814,"domain_scores_codex":[0.9991478,0.000009595193,0.0002987636,0.0001876724,0.0001166782,0.0002394863],"domain_scores_gemma":[0.999434,0.0001876515,0.00005852206,0.000191806,0.00003603415,0.00009201599],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002998621,0.0008853438,0.1336761,0.0006052865,0.0001387264,0.000001053367,0.003796051,0.0003104521,0.007907704,0.3926873,0.001302219,0.4586597],"study_design_scores_gemma":[0.001937265,0.0001155624,0.2647407,0.0009283274,0.00006166911,0.00001517775,0.0006730017,0.02891865,0.00892077,0.6859893,0.007026503,0.0006731114],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9112166,0.004999915,0.0002390926,0.08156506,0.00104203,0.0002447843,0.00004368743,0.0001257025,0.0005231202],"genre_scores_gemma":[0.996356,0.001425043,0.001935502,0.00001964977,0.0001229832,0.00009385727,0.00002879457,0.00001095092,0.000007281875],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4579866,"threshold_uncertainty_score":0.4445011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01993366455927482,"score_gpt":0.2363672658184251,"score_spread":0.2164336012591503,"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."}}