{"id":"W1637296956","doi":"10.1063/1.3146183","title":"A Tangible Approach to Concept Mapping","year":2009,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"Educational Games and Gamification","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Concept map; Human–computer interaction; Domain (mathematical analysis); Mental mapping; Interface (matter); Usability; Mental model; User interface; Knowledge management; Multimedia; Artificial intelligence; Cognitive science; Psychology","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":[0.001616267,0.0007995368,0.0003574218,0.001970373,0.001378346,0.005710316,0.001735073,0.001286693,0.01739438],"category_scores_gemma":[0.005735697,0.0004587659,0.001058786,0.00160429,0.004599442,0.004610977,0.005621948,0.002054733,0.002052096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008893798,"about_ca_system_score_gemma":0.001709633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001435214,"about_ca_topic_score_gemma":0.002174179,"domain_scores_codex":[0.9978734,0.001001534,0.00009783021,0.0002433952,0.000646513,0.0001373314],"domain_scores_gemma":[0.9982595,0.0009127836,0.0001035448,0.0003887841,0.0001858311,0.0001494888],"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":[0.00008758393,0.0001327699,0.0004129999,0.0008558308,0.000042394,0.0005082307,0.005981943,0.004335444,0.006503209,0.7463292,0.005604957,0.2292055],"study_design_scores_gemma":[0.0001201211,0.0003862053,0.0008413365,0.0007651811,0.00006670583,0.002177349,0.00369597,0.02578192,0.008813277,0.5203778,0.4368543,0.0001197597],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00423201,0.001400758,0.9430379,0.0008697229,0.000290311,0.0001915062,0.00007113027,0.0005671981,0.04933939],"genre_scores_gemma":[0.1359174,0.002234158,0.8366718,0.0002540073,0.00007945068,0.0006253672,0.0001085174,0.000106922,0.02400231],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01739438,"threshold_uncertainty_score":0.05819005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05677259759174834,"score_gpt":0.3163562184957063,"score_spread":0.259583620903958,"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."}}