{"id":"W7005791243","doi":"","title":"ReproducibiliTea Toronto","year":2021,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"Plant Taxonomy and Phylogenetics","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Key (lock); Government (linguistics); Set (abstract data type)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","open_science"],"consensus_categories":[],"category_scores_codex":[0.0008680352,0.0009574513,0.0007658905,0.001764744,0.002914364,0.002041924,0.001143673,0.0005399437,0.296],"category_scores_gemma":[0.001371611,0.0005581324,0.0003963791,0.003197093,0.001157626,0.0006291659,0.002230039,0.001297527,0.06001033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008455208,"about_ca_system_score_gemma":0.008215951,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2988596,"about_ca_topic_score_gemma":0.6060799,"domain_scores_codex":[0.998992,0.00008642158,0.0000380332,0.0002435621,0.0004865348,0.0001535453],"domain_scores_gemma":[0.9984508,0.0001663837,0.00005086588,0.00029639,0.0003904919,0.0006451337],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00045757,0.00007985325,0.003436483,0.0006545459,0.00002052975,0.0004253812,0.00184937,0.0002456753,0.02137011,0.01481666,0.7981954,0.1584484],"study_design_scores_gemma":[0.00001801911,0.00004113109,0.006378205,0.00003843398,0.000006163785,0.00008265352,0.0001488817,0.00006647753,0.002817949,0.0004560543,0.9899307,0.00001525399],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02227663,0.005040902,0.007099268,0.002325204,0.001280748,0.0005939716,0.1162355,0.004302051,0.8408458],"genre_scores_gemma":[0.06197054,0.003545909,0.007872483,0.0003407208,0.000197376,0.0004992814,0.05800042,0.001931894,0.8656413],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.999132,"threshold_uncertainty_score":0.9902186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02366654318188463,"score_gpt":0.2306610424881242,"score_spread":0.2069944993062396,"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."}}