{"id":"W6885824344","doi":"10.1371/journal.pone.0281733.s004","title":"Participant AI learning module.","year":2023,"lang":"en","type":"article","venue":"Figshare","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Citizen journalism; Primary care; Health care; Participant observation; Participatory evaluation; Big data; Ethnography; Indigenous; Primary health care","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003679314,0.0008399244,0.0006162293,0.0007435944,0.003152471,0.002416603,0.001905514,0.001504207,0.733914],"category_scores_gemma":[0.006447332,0.0003554342,0.0004400975,0.0008408541,0.0008022824,0.001788825,0.004781184,0.002215952,0.3446498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002406235,"about_ca_system_score_gemma":0.006466705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004840473,"about_ca_topic_score_gemma":0.02030307,"domain_scores_codex":[0.9985778,0.0005881041,0.00004684615,0.0002867861,0.0002553342,0.000245001],"domain_scores_gemma":[0.9968469,0.0006770823,0.00004628063,0.0003423774,0.0009202647,0.001167161],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003520797,0.0003008231,0.0003192451,0.0004518625,0.000002731192,0.000104133,0.002878914,0.0001009646,0.000864616,0.006644201,0.837825,0.1501555],"study_design_scores_gemma":[0.00003594684,0.00004073754,0.000233388,0.00007888695,0.000001567179,0.00003115702,0.001015034,0.00007404731,0.0002334585,0.001400672,0.9968491,0.000005954237],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.004613483,0.0005282426,0.009015287,0.005898111,0.003987697,0.003204676,0.01439002,0.002392636,0.9559699],"genre_scores_gemma":[0.02651252,0.0004342444,0.011203,0.003045875,0.0002688995,0.009159068,0.004950464,0.0009064676,0.9435194],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.733914,"threshold_uncertainty_score":0.3795394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5542905678089188,"score_gpt":0.4960527564674703,"score_spread":0.05823781134144851,"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."}}