{"id":"W4244150018","doi":"10.18733/cpi29368","title":"Understanding Burdens and Developing Hope","year":2018,"lang":"en","type":"article","venue":"Cultural and Pedagogical Inquiry","topic":"Optimism, Hope, and Well-being","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Feeling; Mental health; Work (physics); Addiction; Psychology; Social psychology; Psychotherapist; Psychiatry; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.006565089,0.0004802604,0.0004045183,0.001386593,0.004534758,0.009728173,0.0009628427,0.001802782,0.002535635],"category_scores_gemma":[0.01178075,0.0004612381,0.0006679441,0.0004510481,0.01732447,0.009890635,0.008549632,0.00894084,0.0003310665],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003601157,"about_ca_system_score_gemma":0.00282466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00198103,"about_ca_topic_score_gemma":0.002780526,"domain_scores_codex":[0.9961571,0.002355364,0.0001204817,0.0001940159,0.0006387585,0.0005341962],"domain_scores_gemma":[0.9945536,0.00257357,0.001054499,0.0003617482,0.0004274558,0.001029239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007496015,0.0002055946,0.0197366,0.0002571242,0.00005516373,0.001533958,0.6107321,0.0003891447,0.001185214,0.290025,0.0145268,0.06127831],"study_design_scores_gemma":[0.00003872824,0.0001570887,0.02163328,0.0007877541,0.00005356932,0.002197813,0.5943115,0.001030132,0.0009880264,0.2816913,0.09700342,0.000107386],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6379748,0.01342131,0.01985881,0.129966,0.001851857,0.0002172977,0.0001451606,0.0001633659,0.1964015],"genre_scores_gemma":[0.9863414,0.00301858,0.002888944,0.002422678,0.0001400449,0.00006510458,0.00003748577,0.00003265475,0.005053056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009728173,"threshold_uncertainty_score":0.03471994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7874532891689111,"score_gpt":0.5035478963074218,"score_spread":0.2839053928614893,"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."}}