{"id":"W4393301825","doi":"10.15353/cfs-rcea.v11i1.688","title":"with ChatGPT","year":2024,"lang":"en","type":"article","venue":"Canadian Food Studies / La Revue canadienne des études sur l alimentation","topic":"COVID-19 diagnosis using AI","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003051473,0.0003062497,0.0004028163,0.0005988924,0.0002686163,0.0001109802,0.0001094814,0.00009142834,0.00005932057],"category_scores_gemma":[0.0001875317,0.0002874102,0.00009846528,0.0008080599,0.0002637982,0.0002257444,0.00002514263,0.000204098,0.00003420252],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004177433,"about_ca_system_score_gemma":0.001052641,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1220839,"about_ca_topic_score_gemma":0.9566563,"domain_scores_codex":[0.9982181,0.00005889358,0.0002908559,0.0005719949,0.0001356564,0.0007245681],"domain_scores_gemma":[0.9981614,0.0003310042,0.00005196753,0.0003266504,0.0003240715,0.0008049477],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008688715,0.0006664789,0.07098883,0.02753741,0.03369737,0.02931098,0.3222303,0.001687934,0.009116963,0.1669958,0.1499941,0.186905],"study_design_scores_gemma":[0.002265401,0.003255208,0.04294582,0.005965927,0.001935404,0.001176549,0.01655632,0.0005838799,0.00191096,0.0006068329,0.9216132,0.001184546],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9588858,0.009455512,0.00001905528,0.0290667,0.0004777787,0.0006834476,0.0001176787,0.0001914664,0.0011026],"genre_scores_gemma":[0.991458,0.0004785485,0.00037618,0.00624063,0.0002123474,0.0002017452,0.00009737651,0.00008517187,0.0008500276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8345724,"threshold_uncertainty_score":0.9999578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0494421096782855,"score_gpt":0.2936595317297626,"score_spread":0.2442174220514771,"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."}}