{"id":"W2971902635","doi":"10.20381/ruor-23760","title":"Montessori Grade 9 Students and Their Use of an Online Concept Mapping Website: A Case Study Exploration","year":2019,"lang":"en","type":"dissertation","venue":"uO Research (University of Ottawa)","topic":"Education Methods and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics education; Psychology; World Wide Web; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001654175,0.0004075642,0.0004663706,0.001130187,0.00534872,0.003875144,0.001377986,0.001644958,0.001925099],"category_scores_gemma":[0.003928208,0.0003242274,0.0004237898,0.001087534,0.001737869,0.001343026,0.001781195,0.001393328,0.0003126218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003796071,"about_ca_system_score_gemma":0.00361684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03823913,"about_ca_topic_score_gemma":0.1110515,"domain_scores_codex":[0.9983776,0.0006768976,0.00007417881,0.0001673288,0.0003583218,0.0003456355],"domain_scores_gemma":[0.9976036,0.000804155,0.0003949272,0.0001172675,0.0002736233,0.0008064463],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001413212,0.005422015,0.2875075,0.0004228236,0.00004301976,0.03668417,0.5891017,0.000246668,0.002969492,0.003739199,0.003483913,0.0702382],"study_design_scores_gemma":[0.00002552183,0.001345375,0.1627415,0.0003509557,0.00005469016,0.01060971,0.7753243,0.0009669553,0.001514187,0.0005052977,0.04646355,0.00009788807],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967496,0.0001130996,0.0001502316,0.0002423038,0.000009430533,0.00004001234,0.00001732904,0.000005751376,0.002672353],"genre_scores_gemma":[0.9960964,0.0003597474,0.0006472043,0.0001074935,0.000007500233,0.00005487876,0.00002089543,0.00000596376,0.002699979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03823913,"threshold_uncertainty_score":0.07603312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4639266748687962,"score_gpt":0.5170682883605889,"score_spread":0.05314161349179269,"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."}}