{"id":"W6906229781","doi":"10.17605/osf.io/ravpk","title":"Knowledge Synthesis Protocol Template","year":2023,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Protocol (science); Knowledge base; Knowledge-based systems; Knowledge representation and reasoning; Open Knowledge Base Connectivity","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002529263,0.0002476667,0.0002685665,0.000112462,0.000170456,0.00005253475,0.0008513643,0.0003764101,0.05849468],"category_scores_gemma":[0.004201101,0.0002398948,0.0001794879,0.0002872912,0.0002564657,0.000005768871,0.001421902,0.0002232045,0.5833557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003514955,"about_ca_system_score_gemma":0.0001469021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003371476,"about_ca_topic_score_gemma":0.00002828458,"domain_scores_codex":[0.9971144,0.0003531052,0.0003752601,0.001476109,0.0002006824,0.0004804939],"domain_scores_gemma":[0.9972895,0.0002152945,0.0001200491,0.002094173,0.00008727572,0.0001936991],"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":[0.0003834117,0.0004631972,0.01846105,0.0003252278,0.0003273204,0.0000512214,0.0005345471,0.0001084311,0.1784715,0.0002188757,0.4922801,0.3083751],"study_design_scores_gemma":[0.0004215722,0.000003474272,0.01066156,0.0000553096,0.00002063284,0.00002290624,0.00009068072,0.0001555398,0.1427751,0.0004980841,0.8449969,0.0002982389],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1424763,0.000002601639,0.001382533,0.0006644371,0.0004212589,0.01837893,0.00003558137,0.0005670894,0.8360713],"genre_scores_gemma":[0.2686794,0.0000849752,0.002968643,0.0002188189,0.0004993297,0.1103142,0.00007483923,0.0001233388,0.6170365],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.524861,"threshold_uncertainty_score":0.9782626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02855859785865795,"score_gpt":0.3172853787499658,"score_spread":0.2887267808913078,"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."}}