{"id":"W6887651001","doi":"10.17605/osf.io/9bv8q","title":"Mycorrizhal Research Reproducibility Review","year":2023,"lang":"en","type":"other","venue":"Open Science Framework","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Reproducibility; Reliability (semiconductor); MEDLINE","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","metaepi_narrow","bibliometrics","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch","open_science","insufficient_payload"],"category_scores_codex":[0.1143646,0.0005224088,0.001159891,0.001182113,0.0008784274,0.001497952,0.02059711,0.0006066982,0.02538071],"category_scores_gemma":[0.1431208,0.0004501595,0.0001532105,0.02241606,0.005205065,0.000691262,0.01100022,0.003241154,0.218321],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009025786,"about_ca_system_score_gemma":0.003197058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004049436,"about_ca_topic_score_gemma":0.0009101115,"domain_scores_codex":[0.982186,0.001155817,0.000762962,0.008123973,0.005641949,0.002129303],"domain_scores_gemma":[0.9681295,0.001141007,0.0006503511,0.02823906,0.00103232,0.0008077165],"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":[0.000008063057,0.00007898642,0.0003664132,0.0004107958,0.00001117696,0.00003550717,0.00005952756,2.390258e-7,0.00003049511,0.005992337,0.9820501,0.01095639],"study_design_scores_gemma":[0.00005585477,0.00005107106,0.0005141633,0.03423647,0.00002180528,0.000007838304,0.0000408939,0.000003479116,0.00003718984,0.01000622,0.9544918,0.0005332395],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000007780129,0.01485419,0.0000205716,0.002240673,0.002384636,0.005876656,0.0002145646,0.001416828,0.9729841],"genre_scores_gemma":[0.00007734243,0.009841796,0.01341522,0.000738745,0.001066285,0.0007018595,0.00001492458,0.003406665,0.9707372],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1929403,"threshold_uncertainty_score":0.999795,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2792387193418998,"score_gpt":0.5420295363206503,"score_spread":0.2627908169787505,"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."}}