{"id":"W132158618","doi":"10.1007/978-94-6091-583-3_7","title":"Promoting Scientific Understanding Through Concept Mapping","year":2011,"lang":"en","type":"book-chapter","venue":"SensePublishers eBooks","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Mathematics education; Class (philosophy); Context (archaeology); Pedagogy; Psychology; Computer science; Geography","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":[0.007240108,0.0009573628,0.0004195117,0.003637825,0.003555535,0.006011463,0.00204161,0.001806317,0.006188021],"category_scores_gemma":[0.008998048,0.0004397337,0.0007345169,0.002451668,0.006466828,0.01249169,0.009424748,0.003198587,0.001564627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001674443,"about_ca_system_score_gemma":0.002724677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006662824,"about_ca_topic_score_gemma":0.001456596,"domain_scores_codex":[0.9954005,0.0032124,0.00009347995,0.0003510716,0.0007686306,0.0001738635],"domain_scores_gemma":[0.99181,0.006701929,0.0002289408,0.0006897458,0.00033929,0.0002300443],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003225554,0.000343663,0.001360068,0.0008046268,0.00001811131,0.001180782,0.2515469,0.001440285,0.006229437,0.3648259,0.01351213,0.3587059],"study_design_scores_gemma":[0.00003919659,0.0001523612,0.001565795,0.001010512,0.00003069656,0.003528415,0.09822178,0.005943895,0.006502566,0.3026069,0.5803255,0.00007234261],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08615779,0.003005382,0.4888295,0.009303643,0.0004467992,0.0006453468,0.00008273502,0.00105953,0.4104693],"genre_scores_gemma":[0.4108551,0.003415458,0.5329343,0.001152302,0.00008260042,0.0008281737,0.0001948664,0.0003715366,0.05016573],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.007240108,"threshold_uncertainty_score":0.03828979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2759746443980107,"score_gpt":0.3439510209077327,"score_spread":0.06797637650972205,"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."}}