{"id":"W2017145527","doi":"10.1016/j.learninstruc.2007.09.006","title":"The role of writing in learning from analogies","year":2007,"lang":"en","type":"article","venue":"Learning and Instruction","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":46,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Analogy; Motion (physics); Mathematics education; Psychology; Think aloud protocol; Process (computing); Test (biology); Transfer of training; Simple (philosophy); Cognitive psychology; Epistemology; Computer science; Human–computer interaction; Artificial intelligence; Philosophy","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":[0.003734675,0.0006081229,0.0004145648,0.0008311297,0.001052945,0.006286958,0.001339557,0.001357445,0.01016862],"category_scores_gemma":[0.04119673,0.0004462244,0.0004849781,0.0006664085,0.006016793,0.01143679,0.002393377,0.002300699,0.001032725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005440794,"about_ca_system_score_gemma":0.0009050583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003161441,"about_ca_topic_score_gemma":0.0002425132,"domain_scores_codex":[0.9961932,0.002396435,0.0001250235,0.0005066922,0.0006713778,0.0001073347],"domain_scores_gemma":[0.9633624,0.03134169,0.000976219,0.002542706,0.00114281,0.0006341223],"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":[0.0004382044,0.0004108196,0.004490726,0.0008589647,0.00003598246,0.0004076253,0.01170469,0.002067618,0.01036993,0.4578258,0.002999413,0.5083904],"study_design_scores_gemma":[0.0001301927,0.0005318815,0.00709426,0.0005294129,0.00007788426,0.001424308,0.003280165,0.01427265,0.0159651,0.9156204,0.04099672,0.0000769487],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2703975,0.007650679,0.2106477,0.006191326,0.001099992,0.000197801,0.00007825102,0.0004854694,0.5032512],"genre_scores_gemma":[0.9294093,0.002274905,0.04776842,0.0003752355,0.0002881456,0.0001508775,0.00005377166,0.0001530777,0.01952619],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01016862,"threshold_uncertainty_score":0.03401738,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01847385167156921,"score_gpt":0.3407115180475296,"score_spread":0.3222376663759604,"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."}}