{"id":"W7084146107","doi":"10.64628/aam.vrxpru3sx","title":"To help students overcome setbacks, they need to develop ‘academic buoyancy’","year":2019,"lang":"en","type":"article","venue":"","topic":"Fractional Differential Equations Solutions","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Key (lock); Work (physics); Set (abstract data type); Process (computing); Perspective (graphical)","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002862302,0.0001899108,0.0002407669,0.0002391904,0.0001082571,0.00005422976,0.000464973,0.000125425,0.001627679],"category_scores_gemma":[0.0008507833,0.0001740067,0.0000565739,0.0006182065,0.000008421156,0.0001766059,0.0003124835,0.0002432475,0.01313806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002581326,"about_ca_system_score_gemma":0.000109385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001397459,"about_ca_topic_score_gemma":0.0002453219,"domain_scores_codex":[0.9981905,0.00005860277,0.0004052836,0.0003152841,0.0006847894,0.0003455207],"domain_scores_gemma":[0.9985989,0.0003786193,0.0000675015,0.0004363744,0.0002956985,0.0002229168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001072857,0.00075779,0.07973613,0.00009534083,0.0002961674,0.000002657873,0.003260256,0.0009494477,0.02133904,0.7427424,0.1493377,0.001375735],"study_design_scores_gemma":[0.002814893,0.0004528039,0.69864,0.0004537231,0.000198553,0.00002567935,0.003055918,0.001236002,0.004073806,0.2202551,0.06662612,0.002167365],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9549029,0.000006682772,0.02963624,0.002730186,0.0006151095,0.001087438,0.00003171564,0.0002158552,0.0107739],"genre_scores_gemma":[0.9453177,0.000003519099,0.01999044,0.001302331,0.000105463,0.00009387278,0.00002008322,0.00004071835,0.03312588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6189039,"threshold_uncertainty_score":0.999285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05959969631957419,"score_gpt":0.3773458865014213,"score_spread":0.3177461901818471,"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."}}