{"id":"W7065304753","doi":"","title":"Difficulty-as-improvement: The courage to keep going in the face of life’s difficulties","year":2023,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"Particle Detector Development and Performance","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mindset; Karma; Face (sociological concept); Task (project management); Personality; Recall; Courage; Embarrassment","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00155423,0.0003588794,0.0004149773,0.0001089327,0.0001261885,0.00009892505,0.001417201,0.0001199618,0.1065317],"category_scores_gemma":[0.000217305,0.000246876,0.0001649851,0.0003551973,0.000106765,0.00007139912,0.0007725466,0.000482579,0.3099926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005646081,"about_ca_system_score_gemma":0.0001007991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001185867,"about_ca_topic_score_gemma":0.0004559208,"domain_scores_codex":[0.9974749,0.0002123767,0.0005163501,0.0009110548,0.0004442862,0.0004410182],"domain_scores_gemma":[0.9972746,0.0003669971,0.0003344598,0.001887638,0.00003669616,0.00009965333],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002572454,0.001090702,0.2032417,0.0004742328,0.001534503,0.0000168954,0.04097487,0.003801146,0.008572916,0.004541276,0.6279072,0.1075873],"study_design_scores_gemma":[0.002123391,0.000008232869,0.178646,0.0009633527,0.0001782297,0.00000243439,0.007872792,0.0008824882,0.01347244,0.00120478,0.7930205,0.001625386],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3012638,0.000004088804,0.0001721315,0.000323938,0.0002946616,0.001431312,0.00006120407,0.0001218515,0.696327],"genre_scores_gemma":[0.5326318,0.00002954539,0.00003563451,0.00007218087,0.0001354233,0.000385059,0.00001285993,0.0001531598,0.4665444],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.231368,"threshold_uncertainty_score":0.9999983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.011786698533443,"score_gpt":0.2423786775023088,"score_spread":0.2305919789688658,"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."}}