{"id":"W2411156935","doi":"10.52964/amja.0156","title":"Halifax: A Trainee’s perspective","year":2007,"lang":"en","type":"article","venue":"Acute Medicine Journal","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Perspective (graphical); Context (archaeology); Spring (device); Sociology; Psychology; History; Art; Engineering; Visual arts","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":[],"consensus_categories":[],"category_scores_codex":[0.001694769,0.0001507052,0.0002928043,0.0005968039,0.0002320342,0.00004631159,0.0002369513,0.0001141049,0.000696749],"category_scores_gemma":[0.0003310677,0.0001041033,0.00007068105,0.0005123022,0.000110049,0.0003696134,0.00004468434,0.0005310291,0.0001376724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001251801,"about_ca_system_score_gemma":0.00004178036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002483738,"about_ca_topic_score_gemma":0.0005104365,"domain_scores_codex":[0.9985809,0.000008314736,0.000453312,0.0001678231,0.0003443199,0.0004453867],"domain_scores_gemma":[0.9990359,0.00003857743,0.000290141,0.0001582185,0.000432663,0.00004447704],"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":[0.0001185231,0.0001033477,0.01175634,0.00009233713,0.0003607332,0.001936202,0.001363894,8.641438e-7,0.002027261,0.3436726,0.5285223,0.1100456],"study_design_scores_gemma":[0.001445232,0.0001012043,0.01384144,0.0001433277,0.0001051126,0.001659425,0.008880758,0.00005434558,0.00001571469,0.01852247,0.9550442,0.0001867802],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3242597,0.001913783,0.02359377,0.1817322,0.00562195,0.0004589969,0.000002015866,0.0004600635,0.4619575],"genre_scores_gemma":[0.981567,0.00004332055,0.0001843966,0.005724385,0.01140823,0.000002000619,0.000002702078,0.0000247528,0.001043228],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6573073,"threshold_uncertainty_score":0.7628913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02163246499761741,"score_gpt":0.3060045926525664,"score_spread":0.284372127654949,"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."}}