{"id":"W1924145230","doi":"10.21432/t2rp5m","title":"A Formative Analysis of Resources Used to Learn Software","year":2007,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Online and Blended Learning","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Formative assessment; Computer science; Software; World Wide Web; Library science; Psychology; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001409205,0.00006247915,0.0002750755,0.002701058,0.000361337,0.00002528159,0.0001736308,0.0001551756,0.00008173766],"category_scores_gemma":[0.001864773,0.00005947598,0.00006727953,0.002262235,0.0002680178,0.00007958084,0.00001333273,0.0004814163,0.0000023406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006603409,"about_ca_system_score_gemma":0.0005518327,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002223685,"about_ca_topic_score_gemma":0.1439656,"domain_scores_codex":[0.9990901,0.00008532655,0.0002794857,0.00008186861,0.0001476935,0.000315469],"domain_scores_gemma":[0.9988963,0.0001774564,0.0002701696,0.00005440856,0.0002791986,0.0003224829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001076272,0.00000594408,0.8017734,0.000004475148,0.0002447354,0.00006048076,0.0229607,0.0002707503,0.00007637453,0.001537083,0.00007343081,0.1729819],"study_design_scores_gemma":[0.000233732,0.0004485578,0.01058513,0.00006645035,0.0002663411,0.00001817213,0.1643682,0.0000225603,0.0001869621,0.0004251674,0.8232366,0.0001422038],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935629,0.0003757538,0.001689115,0.003084204,0.00005100561,0.00003222379,0.000001506822,0.00002030471,0.001182973],"genre_scores_gemma":[0.9966725,0.00001732853,0.002756214,0.00001444823,0.00004897151,2.226029e-7,6.123219e-7,0.000005409665,0.00048431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8231632,"threshold_uncertainty_score":0.8716547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0122953402644627,"score_gpt":0.2958821918144879,"score_spread":0.2835868515500252,"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."}}