{"id":"W2120665767","doi":"10.1111/j.1467-8535.2006.00655.x","title":"Flatbrain spreadsheets: Mindtool outside the box?","year":2006,"lang":"en","type":"article","venue":"British Journal of Educational Technology","topic":"Neuroscience, Education and Cognitive Function","field":"Neuroscience","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Competence (human resources); Perception; Computer science; Context (archaeology); Blueprint; Set (abstract data type); Cognitive science; Viewpoints; Cognition; Psychology; Human–computer interaction; Neuroscience","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":[0.002095047,0.0008493537,0.000373856,0.001014539,0.0007422337,0.004100074,0.0026927,0.001243797,0.08391055],"category_scores_gemma":[0.01365921,0.0005452922,0.0003719266,0.0009390545,0.00128963,0.005401525,0.002915871,0.002160128,0.02342866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008608875,"about_ca_system_score_gemma":0.001027334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001362562,"about_ca_topic_score_gemma":0.00130814,"domain_scores_codex":[0.9987519,0.0003226286,0.00007513529,0.0001817649,0.000540445,0.0001281205],"domain_scores_gemma":[0.9912201,0.004112928,0.0003133302,0.001899932,0.001494342,0.0009595022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001165834,0.0004743473,0.002804959,0.0003953098,0.00004303881,0.0008434176,0.002506029,0.003750976,0.0110233,0.1242996,0.3426783,0.5100148],"study_design_scores_gemma":[0.0003173577,0.0004812845,0.003758059,0.001067519,0.00003756901,0.0008263812,0.001993858,0.05098978,0.03069849,0.1414118,0.7681627,0.0002553874],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07040093,0.001101682,0.6519583,0.01315287,0.00189657,0.0004054099,0.002001988,0.113367,0.1457152],"genre_scores_gemma":[0.3757796,0.001760289,0.4093002,0.006175022,0.0009865187,0.0008212303,0.004830099,0.02383226,0.1765148],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08391055,"threshold_uncertainty_score":0.2807088,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01442001402512985,"score_gpt":0.267125694693614,"score_spread":0.2527056806684841,"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."}}