{"id":"W4403824620","doi":"10.2196/57271","title":"Unveiling the Influence of AI on Advancements in Respiratory Care: Narrative Review","year":2024,"lang":"en","type":"review","venue":"Interactive Journal of Medical Research","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Narrative; Artificial intelligence; Cognitive science; Psychology; Computer science; Art; Literature; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009386146,0.0002201547,0.001490618,0.0009052234,0.00006832567,0.00002172026,0.0006570791,0.0002959029,0.000344077],"category_scores_gemma":[0.02825566,0.00011401,0.0003977777,0.001332618,0.0003680813,0.0001437299,0.0001350929,0.008276925,0.0001305131],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001255244,"about_ca_system_score_gemma":0.008675813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001200556,"about_ca_topic_score_gemma":0.00004106142,"domain_scores_codex":[0.9917983,0.001856242,0.002201801,0.0002726775,0.003521214,0.0003497986],"domain_scores_gemma":[0.990339,0.005287672,0.0007197088,0.0003787214,0.002931315,0.000343536],"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":[0.0001394312,0.0001591301,0.00001326518,0.04810656,0.0001419854,0.000316288,0.004101427,0.000001822935,0.000001620292,0.00005440582,0.008787942,0.9381761],"study_design_scores_gemma":[0.00003272807,0.0008583415,0.00000727138,0.4080243,0.0001335326,0.00006411903,0.003257349,0.000001484724,0.00002866548,0.000103492,0.5874395,0.00004921575],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00186628,0.9885321,0.000003526495,0.007589304,0.0006534643,0.001023341,0.00000397731,0.000002404771,0.0003256611],"genre_scores_gemma":[0.00523365,0.9925168,0.000006053976,0.001417374,0.0006472277,0.00007291819,0.000003533687,0.00002548925,0.00007695934],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9381269,"threshold_uncertainty_score":0.9969441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4582661623212249,"score_gpt":0.6893407949128618,"score_spread":0.231074632591637,"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."}}