{"id":"W606732179","doi":"","title":"Lessons learned : an AISI journey","year":2005,"lang":"fr","type":"dissertation","venue":"Open ULeth Scholarship (OPUS) (University of Lethbridge)","topic":"Reading and Literacy Development","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Professional development; Literacy; Reading (process); Mathematics education; Pedagogy; Student achievement; Psychology; Best practice; Medical education; Political science; Academic achievement; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01021708,0.0007433114,0.000974481,0.002332627,0.01193238,0.02042833,0.003927277,0.005410553,0.01665721],"category_scores_gemma":[0.021101,0.0004939276,0.0006291667,0.002665021,0.009601052,0.01210003,0.01362254,0.01326228,0.005715235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01020782,"about_ca_system_score_gemma":0.02911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01484173,"about_ca_topic_score_gemma":0.0366199,"domain_scores_codex":[0.9916762,0.003060092,0.0002953116,0.0005010199,0.002580454,0.0018869],"domain_scores_gemma":[0.9833628,0.003025432,0.0006564237,0.0006848038,0.003767068,0.008503455],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005322351,0.0004670761,0.002937881,0.0008824756,0.00001925342,0.001464167,0.1528204,0.0002127993,0.0004623004,0.05235852,0.397177,0.3911449],"study_design_scores_gemma":[0.000005896764,0.0000625641,0.001240137,0.001027382,0.000003751201,0.0003640917,0.1583107,0.00008373518,0.0001277598,0.01661968,0.8221309,0.0000232453],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02684209,0.0435151,0.003348936,0.7134988,0.01435039,0.000232956,0.0002121534,0.0005179138,0.1974817],"genre_scores_gemma":[0.3840889,0.10144,0.02832483,0.1241695,0.007449308,0.0007417419,0.0009879587,0.000712011,0.3520858],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02042833,"threshold_uncertainty_score":0.07406324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1198904868413878,"score_gpt":0.3975951595612184,"score_spread":0.2777046727198306,"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."}}