{"id":"W4404789103","doi":"10.32920/27921144.v1","title":"Evaluation of the experiences and needs of users of a drug information resources website","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Wikis in Education and Collaboration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Drug; Information needs; World Wide Web; Business; Computer science; Internet privacy; Medicine; Pharmacology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002637405,0.00006105426,0.0001187268,0.0001710486,0.00007699894,0.00005844091,0.0002014344,0.00009204979,0.0001755883],"category_scores_gemma":[0.000466894,0.00004374914,0.00004388942,0.0005691762,0.0003449547,0.0001837816,0.0001533099,0.00008680217,0.000001224271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005763352,"about_ca_system_score_gemma":0.001076031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002110124,"about_ca_topic_score_gemma":0.001019549,"domain_scores_codex":[0.9981922,0.0003377533,0.0003574324,0.00006202624,0.0009963654,0.00005423085],"domain_scores_gemma":[0.9983547,0.00006138689,0.0004205267,0.0001641108,0.0009800863,0.00001912701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000004212254,0.00001383254,0.00101931,0.0001051227,0.00001857728,1.075023e-9,0.9767919,0.0002488635,0.00003190642,0.01481441,0.0010709,0.005881011],"study_design_scores_gemma":[0.00007826071,0.000008812776,0.002711806,0.0001702727,0.0001071458,3.604867e-8,0.9793913,0.001212961,0.002093751,0.009581264,0.00457917,0.00006519762],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9284161,0.000357428,0.000009490645,0.001270564,0.0008723065,0.0004084809,0.000006679399,0.0000108538,0.06864814],"genre_scores_gemma":[0.9990389,0.00007299304,0.00008507881,0.00002596947,0.00004846783,0.00005510903,0.000003370459,0.000001999753,0.0006681578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07062279,"threshold_uncertainty_score":0.3189891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02554464345307153,"score_gpt":0.3449464445974444,"score_spread":0.3194018011443729,"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."}}