{"id":"W6926269101","doi":"10.24433/co.0453164.v1","title":"Synthetic-MaxPol","year":2019,"lang":"en","type":"other","venue":"Code Ocean","topic":"Microbial Natural Products and Biosynthesis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Image (mathematics); Image processing; Image quality; MATLAB; Field (mathematics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006491437,0.001444312,0.0005825915,0.0008462052,0.0004539211,0.001167843,0.001636242,0.0008205571,0.1185322],"category_scores_gemma":[0.002652174,0.0006853571,0.0008092656,0.0006630227,0.000301205,0.0008930576,0.001030167,0.001114693,0.03657937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005954777,"about_ca_system_score_gemma":0.0009168626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002817485,"about_ca_topic_score_gemma":0.005215438,"domain_scores_codex":[0.9997047,0.00003621249,0.0000225885,0.00007815508,0.0001187344,0.00003956089],"domain_scores_gemma":[0.9995095,0.0001906794,0.00004650074,0.00008675129,0.0001383835,0.00002834499],"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":[0.0006472245,0.0001976822,0.001442086,0.001932266,0.0002474131,0.0004701165,0.0003255014,0.03963961,0.03679419,0.02329378,0.5783699,0.3166402],"study_design_scores_gemma":[0.0002792971,0.000162286,0.001734067,0.0002214145,0.0000833477,0.0007353964,0.0001019625,0.4443431,0.1256645,0.02144335,0.4050079,0.0002233625],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.008430823,0.0005537551,0.5634465,0.000289658,0.0003965844,0.0002005189,0.03206741,0.3567113,0.03790346],"genre_scores_gemma":[0.09268214,0.0007891645,0.6374916,0.0007558867,0.0001180009,0.0009126173,0.06301387,0.1408575,0.06337914],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1185322,"threshold_uncertainty_score":0.3965296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01306848731066162,"score_gpt":0.2432243338364378,"score_spread":0.2301558465257762,"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."}}