{"id":"W6902228153","doi":"10.6084/m9.figshare.26743652","title":"Additional file 2 of A taxonomy of demand-driven questions for use by evidence producers, intermediaries and decision-makers: results from a cross-sectional survey","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Survey Methodology and Nonresponse","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Taxonomy (biology); Intermediary; File sharing; Context (archaeology); Questions and answers","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006055102,0.0009003759,0.0009278963,0.004683318,0.001328519,0.001485949,0.0016167,0.001234103,0.8158595],"category_scores_gemma":[0.0795294,0.0007299216,0.0006758464,0.007679122,0.0003916914,0.002304537,0.001466698,0.001146112,0.1309338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002116977,"about_ca_system_score_gemma":0.003454838,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008859321,"about_ca_topic_score_gemma":0.0156097,"domain_scores_codex":[0.9971532,0.001071934,0.0006442842,0.000270184,0.0005583675,0.0003021007],"domain_scores_gemma":[0.8933761,0.08624321,0.005452184,0.003355077,0.01038326,0.001190033],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002159273,0.0001816931,0.00388015,0.001573824,0.00001583942,0.00003023198,0.0003892894,0.0002513549,0.00004196358,0.001161096,0.9802341,0.01202461],"study_design_scores_gemma":[0.005052583,0.0005858924,0.08625685,0.004592127,0.0001343144,0.000307,0.004917721,0.002083546,0.0009473255,0.01292643,0.8819967,0.0001995245],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.001000201,0.00001299687,0.0006175013,0.0002807439,0.00002927626,0.001391646,0.9931471,0.0001941304,0.003326383],"genre_scores_gemma":[0.02595617,0.0001844379,0.01407206,0.001035067,0.0001272095,0.05623005,0.8720604,0.0007363628,0.02959827],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9939449,"threshold_uncertainty_score":0.2626541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3697423711964492,"score_gpt":0.4412643563317283,"score_spread":0.07152198513527913,"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."}}