{"id":"W6941956007","doi":"10.1371/journal.pone.0293656.t001","title":"Categorization of study aims.","year":2023,"lang":"en","type":"dataset","venue":"Figshare","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Categorization; Service (business); Autism; Service provider; Data access; Health care; Process (computing); Immigration","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"],"consensus_categories":[],"category_scores_codex":[0.02364413,0.001611429,0.003539825,0.01541291,0.003270229,0.005718744,0.003925985,0.003745645,0.1282996],"category_scores_gemma":[0.137595,0.00142112,0.005643142,0.0212907,0.001092814,0.003530226,0.005326569,0.003059833,0.02172062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01079782,"about_ca_system_score_gemma":0.04238558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05718894,"about_ca_topic_score_gemma":0.09593906,"domain_scores_codex":[0.9759755,0.005534845,0.01100508,0.002776527,0.003011936,0.00169613],"domain_scores_gemma":[0.9346628,0.0297778,0.007029541,0.004537945,0.02220553,0.001786365],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.001158794,0.0001338394,0.01268114,0.1565516,0.0009069211,0.0001892351,0.003783939,0.0004642721,0.0003544384,0.01120807,0.7397986,0.07276917],"study_design_scores_gemma":[0.001722478,0.00009240645,0.02130855,0.09627482,0.001138844,0.0001726388,0.003760527,0.0002607519,0.0003543275,0.006977688,0.8678037,0.0001332213],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.001736339,0.007027371,0.002695607,0.001728419,0.00068311,0.03545965,0.9371009,0.0001910357,0.0133775],"genre_scores_gemma":[0.01358362,0.007921833,0.02642697,0.004657409,0.0002223091,0.4943694,0.4430405,0.0004036959,0.009374389],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.9763559,"threshold_uncertainty_score":0.4292048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0396698934458,"score_gpt":0.2525944910891365,"score_spread":0.2129245976433365,"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."}}