{"id":"W7046544726","doi":"","title":"Design and Evaluation of a Researcher Platform to Automate Development of Customized Cognitive Games","year":2021,"lang":"en","type":"dissertation","venue":"TSpace (University of Toronto)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Suite; Usability; Bottleneck; Coding (social sciences); Process (computing); Software; Cognition","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":[0.01442214,0.001411411,0.0004975167,0.001302713,0.0007075075,0.002958036,0.002969575,0.001057891,0.004704577],"category_scores_gemma":[0.03614477,0.0009803239,0.0007128851,0.0004017582,0.001334147,0.002938792,0.002881466,0.001339307,0.001358612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001389529,"about_ca_system_score_gemma":0.003217949,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001063535,"about_ca_topic_score_gemma":0.001373861,"domain_scores_codex":[0.9908764,0.005110397,0.0008504598,0.001146598,0.001385814,0.0006303043],"domain_scores_gemma":[0.9751827,0.01510363,0.0009851597,0.002709999,0.004097651,0.001921038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.006994523,0.01588688,0.02203943,0.005424196,0.0005988897,0.002541254,0.0439023,0.02148963,0.1985144,0.02308943,0.01645018,0.6430689],"study_design_scores_gemma":[0.009667723,0.06460829,0.0522562,0.002601271,0.001408067,0.002468322,0.02474041,0.2563587,0.3111721,0.01825669,0.2555057,0.0009565218],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6180072,0.0002394614,0.3389757,0.0007346978,0.0002997662,0.02284633,0.0005455391,0.008083101,0.01026819],"genre_scores_gemma":[0.3777781,0.0002158822,0.6029671,0.0002948793,0.00002738748,0.01045954,0.0006898143,0.0009161392,0.006651139],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01442214,"threshold_uncertainty_score":0.07627243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04895368171121823,"score_gpt":0.3335829601728838,"score_spread":0.2846292784616656,"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."}}