{"id":"W314580724","doi":"10.29173/slw6813","title":"Year seven students, concept mapping and the issues of transfer","year":2001,"lang":"en","type":"article","venue":"School Libraries Worldwide","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Grounded theory; Concept map; Mathematics education; Pedagogy; Psychology; Semi-structured interview; Qualitative research; Sociology; Social science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001470317,0.00007567308,0.0001306728,0.00001356584,0.0001983476,0.0001143623,0.0002356661,0.00002184218,0.0009007409],"category_scores_gemma":[0.00009692439,0.00002579156,0.00003454457,0.0004403101,0.0003359742,0.0002597617,0.00009386899,0.00007312605,0.00001845514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000528389,"about_ca_system_score_gemma":0.000009992157,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001303477,"about_ca_topic_score_gemma":0.0000409587,"domain_scores_codex":[0.9993614,0.00005111121,0.0001677719,0.0001234615,0.0001814894,0.0001147734],"domain_scores_gemma":[0.9995879,0.0002473833,0.000031597,0.00004402055,0.00005810162,0.00003102737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001663512,0.0001019388,0.5902714,0.00001033041,0.0001764678,0.000002013538,0.00444344,0.000004602445,0.001619653,0.3493994,0.04534037,0.008464046],"study_design_scores_gemma":[0.0003768449,0.00002441303,0.7054298,0.00002701461,0.00001347482,0.000001612841,0.01293393,0.000001332716,0.0003215357,0.01000724,0.2707516,0.0001112148],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9639316,0.001422192,0.00000392679,0.02595096,0.0001243717,0.0001974938,0.00002935813,0.00003424988,0.008305875],"genre_scores_gemma":[0.9923814,0.0002280074,0.0002267319,0.0005941985,0.0002122482,0.00001655199,0.00002255409,7.108474e-7,0.006317611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3393921,"threshold_uncertainty_score":0.9862481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02452137953189432,"score_gpt":0.243300806222836,"score_spread":0.2187794266909417,"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."}}