{"id":"W4410911342","doi":"10.2196/63717","title":"Capturing Community Perspectives in a Statewide Cancer Needs Assessment: Online Focus Group Study","year":2025,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Advancing Translational Sciences; National Cancer Institute","keywords":"Preprint; Focus group; Focus (optics); Psychology; Sociology; Computer science; 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":[],"consensus_categories":[],"category_scores_codex":[0.000374782,0.0002364821,0.0004860892,0.0003708992,0.0001857074,0.00004285444,0.000231337,0.00008328407,0.0002705014],"category_scores_gemma":[0.00003838323,0.0002144188,0.000090232,0.00106112,0.00008236458,0.0001982243,0.0001655271,0.001017045,0.000001941297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001742574,"about_ca_system_score_gemma":0.0005422068,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1102479,"about_ca_topic_score_gemma":0.1173509,"domain_scores_codex":[0.9983624,0.0001998746,0.0003636725,0.0002866664,0.0003670952,0.0004203503],"domain_scores_gemma":[0.9991086,0.00008324968,0.00009500787,0.0004402908,0.0001670178,0.0001058975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004608954,0.001286132,0.960843,0.0001223445,0.0002297823,0.00007223531,0.01843401,0.0002615659,0.0004592013,0.000270137,0.001345305,0.01621544],"study_design_scores_gemma":[0.003212209,0.0003331859,0.8732408,0.0008694364,0.0001147976,0.000002834357,0.1192685,0.0002459844,0.00007968688,0.000209028,0.002228751,0.0001948505],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9866855,0.005075732,0.00008088035,0.002542709,0.0002136316,0.00115298,0.00005739252,0.00008598067,0.004105162],"genre_scores_gemma":[0.9965263,0.0004449308,0.0001635562,0.0009391492,0.0001636845,0.0008273338,0.00001287182,0.0000218529,0.0009003407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1008345,"threshold_uncertainty_score":0.8987551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09898573791429721,"score_gpt":0.4546033180303856,"score_spread":0.3556175801160884,"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."}}