{"id":"W4410531304","doi":"10.2196/66299","title":"Association Between Refrigerator Openings and Protein Intake After Hospitalization for Heart Failure Decompensation: Protocol for a Prospective Cohort Pilot Study","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Nutrition and Health in Aging","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Medicine; Prospective cohort study; Cohort; Decompensation; Cohort study; Medical emergency; Gerontology; Environmental health; Surgery; Internal medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02941584,0.004373684,0.005605577,0.002010823,0.005150428,0.002108406,0.002954738,0.004529898,0.0300514],"category_scores_gemma":[0.01771535,0.002674157,0.00496245,0.002483107,0.00207858,0.002009544,0.002494979,0.004589653,0.007834807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004315643,"about_ca_system_score_gemma":0.01794591,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006563192,"about_ca_topic_score_gemma":0.009503808,"domain_scores_codex":[0.9879408,0.00660567,0.00183127,0.001325687,0.001065334,0.00123126],"domain_scores_gemma":[0.9875471,0.00190897,0.002031598,0.001964422,0.004770817,0.001777109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.5951706,0.1176128,0.03798422,0.03885318,0.005143919,0.001862348,0.003616325,0.00874788,0.01162186,0.00665875,0.07501078,0.09771738],"study_design_scores_gemma":[0.486746,0.1849704,0.1375728,0.01149284,0.003842595,0.0005723979,0.002389717,0.006001545,0.004054448,0.005981364,0.1553992,0.0009765258],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.003924065,0.0001545903,0.001789186,0.0001047137,0.0001375171,0.9913898,0.001930533,0.00004949256,0.0005200421],"genre_scores_gemma":[0.001712646,0.00006190796,0.001472768,0.0000666081,0.00001880463,0.9961826,0.0003380785,0.000002648316,0.0001438976],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.0300514,"threshold_uncertainty_score":0.1555676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1759681114729811,"score_gpt":0.5598953539134357,"score_spread":0.3839272424404546,"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."}}