{"id":"W4404513179","doi":"10.1002/pds.5892","title":"<scp>STUDENT ABSTRACTS</scp> of <scp>ISPE</scp>'s 2024 Mid‐Year Meeting, Orlando, Florida, <scp>USA</scp>, 14–16 April 2024","year":2024,"lang":"en","type":"article","venue":"Pharmacoepidemiology and Drug Safety","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","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":[0.005012681,0.001243276,0.002155349,0.0069687,0.0006259755,0.002829641,0.001365351,0.001439227,0.2180038],"category_scores_gemma":[0.01858145,0.0004616862,0.002514271,0.006966622,0.0004073624,0.001357335,0.001498989,0.001656105,0.03203307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001843641,"about_ca_system_score_gemma":0.003976774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006083222,"about_ca_topic_score_gemma":0.009267037,"domain_scores_codex":[0.9977636,0.0006483336,0.0005679284,0.0001998838,0.0007190394,0.0001012369],"domain_scores_gemma":[0.9870031,0.005599557,0.001879847,0.0004024916,0.00443582,0.0006791803],"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":[0.0005864344,0.00004994123,0.001931466,0.0197442,0.000908398,0.0002531532,0.00005714515,0.0001569665,0.000711344,0.0005034099,0.8735887,0.1015088],"study_design_scores_gemma":[0.0003736107,0.0001555098,0.01371503,0.03566588,0.001441817,0.0004896985,0.0001159049,0.0006026371,0.001007088,0.001278189,0.9450983,0.00005643169],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.008147685,0.5546802,0.005190446,0.06223965,0.07086424,0.003595651,0.08027977,0.001258442,0.2137439],"genre_scores_gemma":[0.04684637,0.5516305,0.008009181,0.02325127,0.03845692,0.004219284,0.0766124,0.001638091,0.249336],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7819961,"threshold_uncertainty_score":0.7292955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04964365450733273,"score_gpt":0.3937373051122272,"score_spread":0.3440936506048944,"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."}}