{"id":"W2521026648","doi":"","title":"Learners to Leaders: Empowering Students to Gather, Track, Analyze, and Share Data","year":2016,"lang":"en","type":"article","venue":"","topic":"Statistics Education and Methodologies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Regional Municipality of Waterloo","funders":"","keywords":"Track (disk drive); Computer science; Mathematics education; Public relations; Business; Political 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005940887,0.0001018015,0.0001564124,0.00008874939,0.00004014177,0.00005960417,0.0004394737,0.00003280619,0.0007733225],"category_scores_gemma":[0.0048059,0.00006625933,0.00001270522,0.0001084578,0.00002927254,0.00008911649,0.000315244,0.00003898055,0.000193316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002334021,"about_ca_system_score_gemma":0.00002243461,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001608366,"about_ca_topic_score_gemma":0.00008442959,"domain_scores_codex":[0.999085,0.00006127921,0.0001710602,0.0003128698,0.000184953,0.0001848357],"domain_scores_gemma":[0.998244,0.0009568818,0.00003179537,0.0005642729,0.00004275189,0.0001602429],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000071723,0.0002620397,0.01329424,0.0001411366,0.0001743171,0.00001128496,0.01836316,0.000002171395,0.005025121,0.02308001,0.7791667,0.1604081],"study_design_scores_gemma":[0.00458112,0.0009137482,0.0621863,0.001319686,0.00040407,0.00006294147,0.2344729,0.0001280975,0.01721051,0.105347,0.5702954,0.003078203],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5296538,0.00006554343,0.4524594,0.00927612,0.0006914505,0.0006822949,0.0003427114,0.0002824832,0.006546192],"genre_scores_gemma":[0.1801085,0.00004603943,0.7693521,0.001748985,0.0001224298,0.0000336288,0.00001627922,0.00004777585,0.04852416],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3495453,"threshold_uncertainty_score":0.846734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5040589223745899,"score_gpt":0.5472412365140236,"score_spread":0.04318231413943363,"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."}}