{"id":"W4299308792","doi":"10.1142/p441","title":"Survival Skills for Scientists","year":2006,"lang":"en","type":"book","venue":"IMPERIAL COLLEGE PRESS eBooks","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001195114,0.0008219226,0.0005025448,0.000792632,0.002443656,0.006290498,0.0007353903,0.00206824,0.06259938],"category_scores_gemma":[0.002230522,0.0002836093,0.0003145468,0.000662568,0.003003759,0.004260951,0.003946743,0.005332183,0.03375793],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00193114,"about_ca_system_score_gemma":0.00347042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001486832,"about_ca_topic_score_gemma":0.004521312,"domain_scores_codex":[0.999534,0.0001297892,0.00001668574,0.00006511439,0.000170535,0.00008396795],"domain_scores_gemma":[0.9991234,0.0001937939,0.00004309812,0.000106164,0.0002280104,0.0003056151],"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":[0.00001440233,0.00002844566,0.00007385085,0.0001091556,0.000002853414,0.00005217707,0.001311004,0.00007943384,0.000210204,0.2121072,0.6977618,0.08824933],"study_design_scores_gemma":[0.000001879184,0.000006969908,0.00006917749,0.00007444118,9.386369e-7,0.00003366452,0.0002346417,0.00001875018,0.00003774662,0.02368249,0.9758375,0.000001782369],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009188566,0.01991687,0.002417813,0.04345414,0.00821363,0.00003296756,0.00008175836,0.0001435746,0.9248204],"genre_scores_gemma":[0.006798993,0.006825148,0.001018181,0.005546214,0.001376799,0.00004141618,0.00006371435,0.00006551751,0.9782641],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06259938,"threshold_uncertainty_score":0.2094159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09690447087096653,"score_gpt":0.3979227650419557,"score_spread":0.3010182941709892,"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."}}