{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001592504,0.0004770377,0.001157499,0.0002577068,0.0002527221,0.00008078394,0.0003324043,0.0008547775,0.000114],"category_scores_gemma":[0.009142769,0.0004051067,0.0003770456,0.0000310768,0.0004468588,0.00004103842,0.0001634508,0.0007461368,0.00003346911],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007151585,"about_ca_system_score_gemma":0.02059033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001821878,"about_ca_topic_score_gemma":0.0000537067,"domain_scores_codex":[0.9950145,0.0001003303,0.0007445856,0.0007049136,0.00160173,0.001833912],"domain_scores_gemma":[0.9931287,0.0007173692,0.0001990599,0.0006625087,0.0005501771,0.004742234],"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":[0.001210186,0.000121711,8.701091e-7,0.001565293,0.00008688437,0.0002683048,0.00005442757,7.373285e-8,0.0004273328,0.008577785,0.973004,0.01468306],"study_design_scores_gemma":[0.00590827,0.000925051,0.00001466842,0.0007052747,0.0001540949,0.00006591075,0.000001829078,0.00001446484,0.000950849,0.001315494,0.9896064,0.0003376322],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002431972,0.000379852,0.0001319509,0.0003836876,0.003598936,0.005496074,0.002927525,0.0001425151,0.9866962],"genre_scores_gemma":[0.0003458379,0.00003425887,0.000587124,0.001207125,0.006238542,0.0004299907,0.0005561268,0.000143336,0.9904577],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01987517,"threshold_uncertainty_score":0.9998401,"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."}}