{"id":"W3192446204","doi":"10.2196/17971","title":"Attitudes of Patients and Health Professionals Regarding Screening Algorithms: Qualitative Study","year":2021,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Health professionals; Qualitative research; Psychology; Medicine; Algorithm; Data science; Computer science; Health care; Political science; Sociology; Social 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01685356,0.0004415845,0.0007243144,0.001244453,0.00571359,0.003232174,0.0009410066,0.001889955,0.002743753],"category_scores_gemma":[0.02940374,0.000722023,0.0005317874,0.001214074,0.005123668,0.003205362,0.004131642,0.002753265,0.0003781944],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004126198,"about_ca_system_score_gemma":0.003834006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005791238,"about_ca_topic_score_gemma":0.006051114,"domain_scores_codex":[0.9832174,0.01243624,0.0006040895,0.0006304859,0.001153979,0.001957773],"domain_scores_gemma":[0.966475,0.02602382,0.002119768,0.000440339,0.002456611,0.002484419],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005565763,0.000119065,0.01055655,0.0001672212,0.000008064207,0.0005482628,0.9836358,0.00002289237,0.0005686696,0.0002809762,0.0003844321,0.003652449],"study_design_scores_gemma":[0.000008665676,0.0001156711,0.002739053,0.0001331243,0.00000552243,0.0002643417,0.9937946,0.00006629967,0.0002020001,0.00008720663,0.002568699,0.00001476636],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950753,0.0003502721,0.0009835679,0.00173459,0.00003256563,0.000151549,0.00009686493,0.000008557178,0.001566781],"genre_scores_gemma":[0.9959745,0.0005528245,0.000602214,0.001776222,0.00002524645,0.0002322922,0.00004698623,0.00001073222,0.0007790063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9831464,"threshold_uncertainty_score":0.08913118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2170998613095986,"score_gpt":0.5549097906682866,"score_spread":0.337809929358688,"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."}}