{"id":"W2053170953","doi":"10.1007/bf02655666","title":"Adult learners' criteria for explanations","year":2004,"lang":"de","type":"article","venue":"Zentralblatt für Didaktik der Mathematik","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"College of the North Atlantic; Acadia University","funders":"","keywords":"Contrast (vision); Presentation (obstetrics); Mathematics education; Psychology; Computer science; Artificial intelligence; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001387573,0.0005316713,0.0006403918,0.0002889652,0.001294021,0.0006820653,0.0009143827,0.0004141418,0.002359433],"category_scores_gemma":[0.001332849,0.0005315882,0.00045709,0.0004694503,0.000369059,0.000494624,0.0001009096,0.0003948308,0.001181256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004105681,"about_ca_system_score_gemma":0.000495044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000434072,"about_ca_topic_score_gemma":0.0002186643,"domain_scores_codex":[0.9962807,0.0002201916,0.0009943019,0.0006981895,0.0007687282,0.001037934],"domain_scores_gemma":[0.9972913,0.0005293544,0.0005467792,0.0007857411,0.0004040753,0.0004427044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001262724,0.0008564166,0.00003734448,0.0004465549,0.0001894706,0.000002643352,0.08102988,0.000007918292,0.0001338641,0.8600411,0.05651838,0.0007237817],"study_design_scores_gemma":[0.001186229,0.0001370375,0.00003639952,0.0007167548,0.000430587,0.000008521531,0.01070562,0.000414529,0.001642486,0.8915953,0.0922446,0.0008819262],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02854361,0.002635673,0.7631032,0.06202492,0.007448409,0.007730857,0.0004954219,0.002760569,0.1252573],"genre_scores_gemma":[0.8340158,0.0008789367,0.1522687,0.001841234,0.002065436,0.0007845705,0.0002243028,0.0002129239,0.007708042],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8054723,"threshold_uncertainty_score":0.9997135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04455630571283602,"score_gpt":0.3820025426332594,"score_spread":0.3374462369204234,"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."}}