{"id":"W2336763772","doi":"10.55016/ojs/ajer.v53i4.55307","title":"Needs Assessment for the Development of Learning Objects","year":2007,"lang":"en","type":"article","venue":"Alberta Journal of Educational Research","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministère de l’Éducation, Gouvernement de l’Ontario","keywords":"Psychology; Mathematics education","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":true,"about_ca":false,"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":[0.06746162,0.001028761,0.0009917524,0.01138857,0.002001666,0.002417067,0.001846746,0.0009432103,0.003232969],"category_scores_gemma":[0.1290088,0.0007174005,0.00097663,0.004003372,0.001604551,0.006157493,0.00556785,0.001074656,0.0008916925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003793758,"about_ca_system_score_gemma":0.01228918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002241843,"about_ca_topic_score_gemma":0.003424792,"domain_scores_codex":[0.9405326,0.03564229,0.008504631,0.001142746,0.01312309,0.001054639],"domain_scores_gemma":[0.8977672,0.05472744,0.008169629,0.005007068,0.03224128,0.002087345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004259458,0.0007300867,0.03347486,0.005733767,0.00006783741,0.000521916,0.04039601,0.001519867,0.008942809,0.01400225,0.006231063,0.8879536],"study_design_scores_gemma":[0.0008062301,0.00746902,0.2735657,0.01727996,0.0005993549,0.004562213,0.1294706,0.03462604,0.08068508,0.0932975,0.356661,0.0009772473],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4087683,0.005091131,0.4741582,0.00426675,0.0003813644,0.0343598,0.001330075,0.001888967,0.06975555],"genre_scores_gemma":[0.2597842,0.001665778,0.715162,0.0003814536,0.00003352203,0.01738007,0.0007785051,0.0001692314,0.00464524],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06746162,"threshold_uncertainty_score":0.3567755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09116114521914427,"score_gpt":0.4457228035808307,"score_spread":0.3545616583616865,"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."}}