{"id":"W4288024860","doi":"10.5281/zenodo.3539003","title":"A code of practice for the conduct of systematic reviews in toxicology and environmental health research (COSTER)","year":2019,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Delphi Technique in Research","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Impact; Cochrane","funders":"","keywords":"Code of practice; Code (set theory); Engineering ethics; Toxicology; Computer science; Biology; Engineering; Programming language","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.02171487,0.00007460382,0.0003175837,0.0002588358,0.000876658,0.000131971,0.001008289,0.00006788444,0.001079596],"category_scores_gemma":[0.01165196,0.00006077483,0.00003990428,0.0005708622,0.0007074361,0.0002144253,0.0006964223,0.0003202322,0.0002701003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002699363,"about_ca_system_score_gemma":0.00002579987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002502595,"about_ca_topic_score_gemma":0.00001764704,"domain_scores_codex":[0.9932958,0.004842083,0.0005228817,0.0002670099,0.0006750611,0.000397144],"domain_scores_gemma":[0.997058,0.001746285,0.0002957393,0.0004423069,0.0003576564,0.0001000543],"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":[0.001349956,0.002893513,0.0003152229,0.0496035,0.0003124677,0.00001829684,0.1936697,0.00005523307,0.07738893,0.1746456,0.3499176,0.14983],"study_design_scores_gemma":[0.0005142065,0.0009307078,0.0001879612,0.00084099,0.000009779447,0.00002124284,0.02833058,0.0002004413,0.0003485256,0.0003494438,0.9681743,0.00009179803],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5073519,0.03106296,0.006307692,0.1021299,0.0007996353,0.1186145,0.001861234,0.0008626349,0.2310095],"genre_scores_gemma":[0.9943736,0.004024451,0.0004786826,0.000116756,0.00003234057,0.000002000029,0.00004874223,0.000254692,0.0006687614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6182567,"threshold_uncertainty_score":0.9998335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3478598233243546,"score_gpt":0.4589702869207125,"score_spread":0.1111104635963579,"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."}}