{"id":"W2058125293","doi":"10.1145/1639601.1639612","title":"Client-based learning models","year":2009,"lang":"en","type":"article","venue":"","topic":"Management and Marketing Education","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Persona; Usability; Computer science; Pluralistic walkthrough; Class (philosophy); Human–computer interaction; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003855713,0.0009580928,0.0005110672,0.001522489,0.001975673,0.007794375,0.00532042,0.003222016,0.04184219],"category_scores_gemma":[0.008743367,0.0006221246,0.0007854271,0.001685835,0.002867715,0.008939598,0.005496756,0.003339074,0.01472702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004178836,"about_ca_system_score_gemma":0.004148723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005807194,"about_ca_topic_score_gemma":0.005368783,"domain_scores_codex":[0.9946314,0.00222382,0.000194632,0.0007405696,0.00169801,0.0005114405],"domain_scores_gemma":[0.9933918,0.002394149,0.0003088643,0.001264787,0.001349731,0.001290651],"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":[0.00006796676,0.0005637698,0.001400729,0.000124949,0.00002042399,0.0001611532,0.002356335,0.01016545,0.0005919554,0.9363158,0.00692984,0.04130161],"study_design_scores_gemma":[0.0001788224,0.0004860591,0.00108945,0.0003325186,0.00004438787,0.0009369812,0.002073673,0.2065184,0.001890487,0.5893801,0.1969639,0.0001052103],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04447663,0.0005964018,0.4043727,0.005883418,0.0001429183,0.0009552813,0.0003266308,0.001242597,0.5420034],"genre_scores_gemma":[0.6017641,0.001036795,0.1211181,0.0009182612,0.00008955951,0.002020734,0.0004499298,0.0003168889,0.2722857],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04184219,"threshold_uncertainty_score":0.1399761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02533354652394294,"score_gpt":0.2227385239906442,"score_spread":0.1974049774667012,"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."}}