{"id":"W4404691373","doi":"10.1097/nt.0000000000000724","title":"A Day in the Life of a Food Product Developer","year":2024,"lang":"en","type":"article","venue":"Nutrition Today","topic":"Culinary Culture and Tourism","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Society of Microbiologists","funders":"","keywords":"Product (mathematics); Food science; Business; Mathematics; Chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004636925,0.001022141,0.001131613,0.0008614365,0.02971622,0.01907006,0.001682934,0.007912694,0.01503207],"category_scores_gemma":[0.008568359,0.0005326183,0.0008382449,0.0006676984,0.01505943,0.01320233,0.01325465,0.02550186,0.006650137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003224543,"about_ca_system_score_gemma":0.006274456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005286772,"about_ca_topic_score_gemma":0.01600812,"domain_scores_codex":[0.9949383,0.002329713,0.00009696702,0.0003499821,0.001128181,0.001156808],"domain_scores_gemma":[0.9776309,0.00107713,0.0005449335,0.0004312304,0.002878437,0.01743725],"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":[0.0001581994,0.0003576317,0.003079571,0.0001444053,0.00003962873,0.002027798,0.1124384,0.00007819037,0.001953577,0.04093979,0.8050426,0.03374022],"study_design_scores_gemma":[0.000007486847,0.00009153201,0.0006750748,0.0001965869,0.000007643029,0.0006886185,0.14099,0.00004103093,0.0001467072,0.00440225,0.8527152,0.00003781122],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0470339,0.01448719,0.002807354,0.7313269,0.05635868,0.00006184314,0.0001124222,0.0003637483,0.147448],"genre_scores_gemma":[0.2612899,0.01107529,0.004961636,0.245561,0.009587313,0.0001245334,0.0001918039,0.0006986946,0.46651],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02971622,"threshold_uncertainty_score":0.05028731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02875275924393831,"score_gpt":0.2306425499951391,"score_spread":0.2018897907512008,"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."}}