{"id":"W4205545714","doi":"10.2196/32628","title":"Process and Information Needs When Searching for and Selecting Apps for Smoking Cessation: Qualitative Study Using Contextual Inquiry","year":2022,"lang":"en","type":"article","venue":"JMIR Human Factors","topic":"Smoking Behavior and Cessation","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thematic analysis; Smoking cessation; Psychology; Nonprobability sampling; Phone; Process (computing); Qualitative research; Mobile apps; Internet privacy; Smartphone app; Applied psychology; Medical education; Computer science; World Wide Web; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.02111315,0.0008426367,0.001083403,0.002787923,0.01231204,0.005740147,0.001985448,0.002551411,0.003019578],"category_scores_gemma":[0.02536157,0.001298863,0.0007159956,0.002880452,0.01029732,0.007004144,0.007675991,0.00309396,0.0003856065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006388542,"about_ca_system_score_gemma":0.006320318,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01294712,"about_ca_topic_score_gemma":0.01871524,"domain_scores_codex":[0.9847513,0.01118901,0.0005599039,0.001012169,0.000729955,0.001757593],"domain_scores_gemma":[0.9675817,0.02722532,0.001500635,0.0005691719,0.001593199,0.001529934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001336019,0.0000252023,0.000854359,0.00007867399,0.000001931431,0.0003400673,0.996958,0.00001028011,0.0002858004,0.0003015848,0.00007037404,0.001060402],"study_design_scores_gemma":[0.000004085929,0.00003303423,0.0007048306,0.0001370983,0.000004234233,0.0001295692,0.9955966,0.00004801395,0.0001631725,0.0001803525,0.002990476,0.00000855709],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876367,0.0008862473,0.00401101,0.001485058,0.00003848896,0.0006196427,0.0001888162,0.00002584826,0.005108101],"genre_scores_gemma":[0.9929019,0.001026224,0.002723242,0.0004961219,0.00001698123,0.0007137907,0.00008126542,0.00003156899,0.002008987],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02111315,"threshold_uncertainty_score":0.1116583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1351905125742681,"score_gpt":0.4405446687304814,"score_spread":0.3053541561562133,"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."}}