{"id":"W2270705672","doi":"10.18848/1833-1874/cgp/v05i03/38081","title":"The Design and Development of Novel Cooking and Heating Products for Irish Older Adults: A Real Health Need","year":2011,"lang":"en","type":"article","venue":"Design Principles and Practices An International Journal—Annual Review","topic":"Crafts, Textile, and Design","field":"Arts and Humanities","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Irish; Gerontology; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.004315858,0.0004185842,0.0004752842,0.0009733259,0.0004637776,0.002320789,0.001173626,0.001033073,0.001540478],"category_scores_gemma":[0.003724869,0.0002399343,0.0007436249,0.0008843548,0.001147144,0.001683027,0.001310324,0.0008920226,0.0006524614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001006872,"about_ca_system_score_gemma":0.002640379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003335087,"about_ca_topic_score_gemma":0.006143525,"domain_scores_codex":[0.9985999,0.0005755271,0.0001505233,0.0001059585,0.0004496436,0.0001184974],"domain_scores_gemma":[0.9988378,0.000514429,0.0001696522,0.00008705496,0.0002801448,0.0001108794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001983771,0.0008276875,0.003270413,0.01905345,0.00008214034,0.0004009916,0.01381758,0.0003806315,0.007683335,0.005061597,0.0135656,0.9356582],"study_design_scores_gemma":[0.0001308077,0.002178859,0.02615322,0.01262862,0.0003100833,0.002893931,0.01844745,0.0006091923,0.007920381,0.003500827,0.9251083,0.0001182322],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2325369,0.6450359,0.02233759,0.0105956,0.001735472,0.00170571,0.0002870923,0.0003275725,0.08543813],"genre_scores_gemma":[0.2876888,0.567314,0.1045739,0.002806065,0.0002996375,0.001165518,0.0004543747,0.0001367905,0.03556083],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004315858,"threshold_uncertainty_score":0.0228247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.259902918566623,"score_gpt":0.3823415933437522,"score_spread":0.1224386747771293,"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."}}