{"id":"W2956150297","doi":"10.1016/j.tine.2019.100116","title":"Using collaborative action research to resolve practical and philosophical challenges in educational neuroscience","year":2019,"lang":"en","type":"review","venue":"Trends in Neuroscience and Education","topic":"Neuroscience, Education and Cognitive Function","field":"Neuroscience","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Action (physics); Neuroscience; Educational neuroscience; Cognitive science; Engineering ethics; Psychology; Political science; Education theory; Higher education; Engineering; Physics","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001542425,0.0004571894,0.0007069252,0.003963064,0.0005046769,0.0004383915,0.0004707887,0.0002451804,0.00002094615],"category_scores_gemma":[0.005074922,0.0004356171,0.00006524567,0.008233256,0.0009281349,0.001274168,0.0002985816,0.00124369,0.00002998818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003915195,"about_ca_system_score_gemma":0.003620821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000292591,"about_ca_topic_score_gemma":0.00004324058,"domain_scores_codex":[0.9932988,0.001639754,0.0007041359,0.002546606,0.001010975,0.0007997602],"domain_scores_gemma":[0.9973958,0.001242074,0.0002988844,0.0004962306,0.0001817187,0.0003853643],"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":[0.00004104646,0.001070711,0.0001267477,0.0008715825,4.636416e-7,0.000009766482,0.000944989,0.000008703355,0.003876007,0.02192094,0.0003082081,0.9708208],"study_design_scores_gemma":[0.0004682392,0.0009417642,0.01191525,0.004186411,0.00007154607,0.0009388607,0.001643526,0.0008542963,0.0002130431,0.006112642,0.971289,0.001365429],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.02161678,0.8834775,0.00006953215,0.0526056,0.02065923,0.006055687,0.0001055188,0.0001444344,0.01526571],"genre_scores_gemma":[0.01182533,0.9849008,0.0002172912,0.001196204,0.0003471565,0.0004123695,0.000006976131,0.00004518919,0.001048657],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9709808,"threshold_uncertainty_score":0.9998096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7082327057692799,"score_gpt":0.5771329402696799,"score_spread":0.1310997654996,"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."}}