{"id":"W7037379210","doi":"","title":"Effect of Economy and FDA Intervention on the Hearing Aid Industry","year":2005,"lang":"en","type":"article","venue":"Lancaster EPrints (Lancaster University)","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Hearing aid; Intervention (counseling); Ordinary least squares; Supply and demand; Hearing loss; Flourishing","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":[0.003402689,0.0002751812,0.0003943742,0.0006162983,0.0004390845,0.001212445,0.0003555042,0.0008881404,0.01258495],"category_scores_gemma":[0.01948197,0.0001346829,0.0004395453,0.0004062229,0.0008813702,0.0004878841,0.001115982,0.001196629,0.000761827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00203792,"about_ca_system_score_gemma":0.001803871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004955074,"about_ca_topic_score_gemma":0.005518193,"domain_scores_codex":[0.9965392,0.00181451,0.000140286,0.0002495513,0.0005516146,0.0007048495],"domain_scores_gemma":[0.9604019,0.0259715,0.009681822,0.0006391812,0.001682034,0.001623555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0181318,0.007037812,0.7953977,0.0005074648,0.00069599,0.0008899135,0.0005860821,0.004828136,0.009769735,0.004790874,0.005672622,0.1516919],"study_design_scores_gemma":[0.000200392,0.002786769,0.9859368,0.00004519796,0.0001713472,0.00006832933,0.0006641754,0.001374656,0.002541601,0.00046561,0.005720232,0.00002487841],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.984179,0.0008777475,0.000488002,0.002711598,0.00006744007,0.0001022923,0.0003309746,0.00002808011,0.01121479],"genre_scores_gemma":[0.9969063,0.0002279444,0.0001745307,0.0006462114,0.00005394394,0.00005776929,0.0001306206,0.000005516604,0.001797096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01258495,"threshold_uncertainty_score":0.04210085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01290011296703735,"score_gpt":0.2360407906616954,"score_spread":0.2231406776946581,"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."}}