{"id":"W2021154754","doi":"10.1002/tl.471","title":"Web‐based computer‐aided personalized system of instruction","year":2011,"lang":"en","type":"article","venue":"New Directions for Teaching and Learning","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; University of Manitoba","funders":"","keywords":"Component (thermodynamics); Computer science; Web application; World Wide Web; Multimedia","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":[0.0002623451,0.0002156749,0.0002846748,0.0005069965,0.0002402575,0.0006918721,0.0007835258,0.0003520798,0.03029115],"category_scores_gemma":[0.0007850706,0.0001207979,0.0001640001,0.000449145,0.0001089882,0.0005139514,0.0006311487,0.0003669123,0.008334395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002270949,"about_ca_system_score_gemma":0.0004701808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008117568,"about_ca_topic_score_gemma":0.0008908873,"domain_scores_codex":[0.9997376,0.00004585922,0.00001548411,0.00005545919,0.0001191731,0.00002648161],"domain_scores_gemma":[0.9997073,0.0001040806,0.00001560109,0.00006013005,0.00007874242,0.00003409464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0004089738,0.0009393413,0.001445113,0.0001901005,0.00003127896,0.000122421,0.0001895057,0.00444253,0.02434839,0.003560903,0.0441526,0.9201689],"study_design_scores_gemma":[0.000950823,0.001855983,0.04202239,0.0003914934,0.0002205326,0.001308072,0.0002391741,0.2948011,0.1387731,0.01006891,0.509104,0.0002644066],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1179805,0.0005225355,0.6499824,0.0004491872,0.0003898501,0.002100413,0.002408172,0.1292311,0.09693579],"genre_scores_gemma":[0.5387582,0.0006228173,0.3100091,0.0005703364,0.0002067902,0.002492907,0.003750414,0.001559392,0.1420301],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03029115,"threshold_uncertainty_score":0.101334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02716629496138991,"score_gpt":0.2975867105870205,"score_spread":0.2704204156256306,"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."}}