{"id":"W4315818864","doi":"10.53841/bpshpu.2019.28.1.41","title":"Developing an early career network for applied health research in scotland","year":2019,"lang":"en","type":"article","venue":"Health Psychology Update","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute of Population and Public Health","funders":"","keywords":"Psychology; Sociology","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":[],"consensus_categories":[],"category_scores_codex":[0.01582847,0.0001863901,0.0007718962,0.0004860634,0.0002562782,0.00001870342,0.0002423728,0.0002843278,0.00009693518],"category_scores_gemma":[0.0009687265,0.0001620185,0.00004105328,0.0009189206,0.0001551808,0.00008037152,0.00005489936,0.001444926,0.0004286784],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007157757,"about_ca_system_score_gemma":0.0126475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002951794,"about_ca_topic_score_gemma":0.0005295781,"domain_scores_codex":[0.9928613,0.0007478306,0.0008132359,0.0007496555,0.0007453582,0.004082662],"domain_scores_gemma":[0.993102,0.0003475375,0.0001311903,0.0006917902,0.0002113185,0.00551613],"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":[0.006480256,0.0005807892,0.1413616,0.004738385,0.00005129586,0.00006394725,0.001746903,0.00001070476,0.0000668537,0.007724295,0.6303769,0.2067981],"study_design_scores_gemma":[0.007247729,0.004277429,0.2364843,0.0006819926,0.00000176914,0.00003113808,0.00007478789,0.00007005194,0.00000473061,0.001559333,0.7494004,0.0001662864],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.3837884,0.0007376906,0.001638476,0.6059933,0.0005986065,0.005083757,0.00001942726,0.0000753566,0.002064995],"genre_scores_gemma":[0.3839882,0.001968829,0.0113893,0.6008736,0.0007819943,0.0003547954,0.0002720085,0.00007233437,0.000298961],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2066318,"threshold_uncertainty_score":0.9929499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5585945886698058,"score_gpt":0.6073965420706815,"score_spread":0.04880195340087568,"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."}}