{"id":"W7111071530","doi":"10.1371/journal.pdig.0000917.s002","title":"Positionality Statement.","year":2025,"lang":"","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":"Primary care; Estimation; Task (project management); Quality (philosophy); Qualitative research; MEDLINE; Grounded theory","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":[0.006400539,0.0008893387,0.0007733536,0.001871746,0.005048319,0.008606654,0.002843922,0.005816415,0.4387797],"category_scores_gemma":[0.0450475,0.0005563529,0.0006006406,0.002793687,0.002479002,0.007027267,0.006320713,0.005039708,0.1616412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004499631,"about_ca_system_score_gemma":0.008666513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006999346,"about_ca_topic_score_gemma":0.009275262,"domain_scores_codex":[0.992395,0.002250559,0.0006862342,0.001409527,0.00210019,0.001158345],"domain_scores_gemma":[0.986052,0.004397044,0.0006830732,0.001925567,0.00530273,0.001639543],"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":[0.0000776747,0.0000143569,0.0003020416,0.0003542909,0.000004997445,0.0002326048,0.001821844,0.00003139688,0.0001582391,0.08571418,0.8800758,0.03121266],"study_design_scores_gemma":[0.000003846626,0.000004753774,0.00009463783,0.0001808365,0.000001468554,0.0000663332,0.0005627149,0.00001936257,0.00004388206,0.003272752,0.9957444,0.00000497324],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001953803,0.002562342,0.004082558,0.07665012,0.03777408,0.0005453579,0.01324133,0.001049752,0.8621407],"genre_scores_gemma":[0.05108088,0.003718136,0.004802083,0.05309026,0.005828264,0.00206448,0.01321636,0.001430294,0.8647693],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4387797,"threshold_uncertainty_score":0.8005126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3071647717809698,"score_gpt":0.5146519390135144,"score_spread":0.2074871672325446,"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."}}