{"id":"W4392116204","doi":"10.15173/m.v1i43.3478","title":"MeduGallery","year":2023,"lang":"en","type":"article","venue":"The Meducator","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Peer review; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007469648,0.00009274052,0.00009207636,0.00009957605,0.000138122,0.00002547014,0.000431245,0.00002510575,0.00104466],"category_scores_gemma":[0.0002579567,0.00005609597,0.00005577672,0.0008859342,0.0001068213,0.00004751069,0.00009340047,0.0001193774,0.2302696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004774342,"about_ca_system_score_gemma":0.0001429472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002805038,"about_ca_topic_score_gemma":0.00001252493,"domain_scores_codex":[0.9990483,0.00009239213,0.0001073272,0.0001464698,0.0002691738,0.0003363277],"domain_scores_gemma":[0.9991049,0.0001875041,0.00003492155,0.0005505498,0.00002474343,0.00009734439],"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":[0.00001126163,0.0000354104,0.001116513,0.000005515439,0.00003502315,0.000005338805,0.003715294,0.000009423255,0.01429348,0.00188867,0.9780428,0.0008412922],"study_design_scores_gemma":[0.0003158793,0.00002360668,0.1040314,0.00002029727,0.00004568081,0.00002705795,0.006011067,0.0001491982,0.01001687,0.006428364,0.8726199,0.0003106903],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9710445,0.0001094283,8.826765e-7,0.008134146,0.001127787,0.0001550443,0.00001182643,0.0007514128,0.01866492],"genre_scores_gemma":[0.9834605,0.00001040297,0.0000246976,0.0003909376,0.0004935336,0.00007850696,0.00001054549,0.00007546784,0.01545543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.229225,"threshold_uncertainty_score":0.9998685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04344758771263144,"score_gpt":0.3138771888904756,"score_spread":0.2704296011778442,"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."}}