{"id":"W4200265641","doi":"10.1109/mias.2021.3118133","title":"ECCE 2022","year":2021,"lang":"en","type":"article","venue":"IEEE Industry Applications Magazine","topic":"COVID-19 and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; Rockwell Automation (Canada)","funders":"","keywords":"Computer science; Electrical engineering; Engineering","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":[0.0001352483,0.0001228829,0.0001378535,0.00006034004,0.0001489252,0.0000187434,0.0001934311,0.000306955,0.008443609],"category_scores_gemma":[0.00001121901,0.0001382823,0.0000513341,0.000659716,0.00005749002,0.0000464498,0.00004265949,0.0006408649,0.006717037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001669656,"about_ca_system_score_gemma":0.0003569752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006581328,"about_ca_topic_score_gemma":0.00005946798,"domain_scores_codex":[0.9988251,0.00005992695,0.000255918,0.0004184243,0.0001369149,0.0003036557],"domain_scores_gemma":[0.9988022,0.00009348591,0.0000742063,0.0007672266,0.00008061076,0.0001822168],"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":[0.00005197529,0.002078142,0.01518724,0.0001157548,0.0001042337,0.0001544041,0.0004890311,0.00003876672,0.02804755,0.06316826,0.6507749,0.2397897],"study_design_scores_gemma":[0.0004266848,0.0000258525,0.01513999,0.000007824243,0.00001890681,0.00008486088,0.0002305086,0.00001067018,0.002561288,0.0008904987,0.9804539,0.00014902],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2694102,0.002326592,0.01692289,0.02535899,0.002708307,0.001877032,0.0004064011,0.0006385445,0.680351],"genre_scores_gemma":[0.7415984,0.00006280854,0.0006792689,0.006988578,0.001440589,0.001803639,0.0001988017,0.00005031757,0.2471775],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4721882,"threshold_uncertainty_score":0.9940563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0685042157110031,"score_gpt":0.4128229824694348,"score_spread":0.3443187667584316,"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."}}