{"id":"W6977389487","doi":"10.6084/m9.figshare.c.5286946","title":"A conceptual model of functional health literacy to improve chronic airway disease outcomes","year":2021,"lang":"en","type":"other","venue":"Figshare","topic":"Categorization, perception, and language","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conceptual model; Health literacy; Numeracy; Empowerment; Disease; Process (computing); Literacy; Conceptual framework; Chronic disease","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00002664353,0.000270784,0.000404262,0.0001820021,0.00004374312,0.00002387762,0.000175386,0.0001973212,0.9056539],"category_scores_gemma":[0.0001112639,0.0002630146,0.00017559,0.0001732053,0.00001533273,0.00003494584,0.00006954051,0.000161803,0.002416383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001402136,"about_ca_system_score_gemma":0.0008131664,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001903781,"about_ca_topic_score_gemma":0.0002813619,"domain_scores_codex":[0.9985769,0.00006853962,0.0003073672,0.0005192827,0.0002397419,0.0002881097],"domain_scores_gemma":[0.9987579,0.00004036799,0.0002427673,0.0005724431,0.0001269465,0.0002595975],"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":[0.00001711162,0.0001000793,0.00004577953,0.000359068,0.000075508,0.000005036715,0.001926346,0.0001024039,0.00001060978,0.0004276573,0.9927991,0.004131311],"study_design_scores_gemma":[0.0007578905,0.00009505483,0.005903808,0.001164029,0.00002475459,0.000001619036,0.0002021533,0.0002632131,0.000001888234,0.00001281147,0.9911768,0.0003960221],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.00003451894,0.0116891,0.0004887264,0.0003169879,0.0009240628,0.001029463,0.8875224,0.0002106956,0.09778403],"genre_scores_gemma":[0.002188538,0.0000122019,0.0000428303,0.0010998,0.0007922526,0.0003528941,0.3308832,0.000206833,0.6644214],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.9032375,"threshold_uncertainty_score":0.9999822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05006992045702151,"score_gpt":0.3469572844693485,"score_spread":0.296887364012327,"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."}}