{"id":"W4413487980","doi":"10.64628/aam.h75sfuq4q","title":"Walking into stress this year? Take steps now to prepare","year":2024,"lang":"en","type":"article","venue":"","topic":"Health and Wellbeing Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Stress (linguistics); Psychology; Computer science; Philosophy; Linguistics","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001251894,0.0001259384,0.0001820664,0.0002050975,0.0005722808,0.00004692728,0.0002468668,0.0001853234,0.01129418],"category_scores_gemma":[0.0003791747,0.00009677561,0.00004870365,0.0004528511,0.00002031622,0.000105099,0.0002526999,0.000716163,0.01807015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002628945,"about_ca_system_score_gemma":0.0008263818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001150294,"about_ca_topic_score_gemma":0.002955673,"domain_scores_codex":[0.9975832,0.0003312739,0.0003917472,0.0004090538,0.0004203767,0.000864345],"domain_scores_gemma":[0.9980179,0.0008386521,0.00002228777,0.0004008274,0.000136376,0.000583945],"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":[0.00005427055,0.00003189452,0.02725939,0.003063011,0.00002451757,0.00004777201,0.0218944,0.000004805767,0.0001974821,0.005575271,0.8802853,0.06156186],"study_design_scores_gemma":[0.0001866239,0.00009446521,0.002646027,0.001175284,0.000005640348,5.590033e-7,0.00389039,0.0005502824,0.0001553254,0.0004994881,0.9906362,0.0001596634],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.240648,0.0008067823,0.001469366,0.02780608,0.003089857,0.002640955,0.00007391642,0.001214408,0.7222506],"genre_scores_gemma":[0.7928429,0.00008843067,0.001659866,0.003604246,0.001004022,0.0002982012,0.00002702928,0.00005979444,0.2004155],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.552195,"threshold_uncertainty_score":0.9896097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05722242263812592,"score_gpt":0.4880178283803703,"score_spread":0.4307954057422444,"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."}}