{"id":"W6923426385","doi":"10.1371/journal.pone.0300311.s001","title":"S1 Appendix -","year":2024,"lang":"en","type":"article","venue":"DIGITAL.CSIC (Spanish National Research Council (CSIC))","topic":"Education Methods and Technologies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Stock (firearms); Flounder; Fisheries management; Fish stock; Stock assessment; Biomass (ecology); Snow","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003679888,0.0009806462,0.001082911,0.004924884,0.001558764,0.001770155,0.002579124,0.001365962,0.8428301],"category_scores_gemma":[0.04313718,0.0007421513,0.0006053103,0.00725856,0.0004506189,0.002013973,0.001643253,0.001655648,0.384484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002379174,"about_ca_system_score_gemma":0.005639873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02524928,"about_ca_topic_score_gemma":0.03091898,"domain_scores_codex":[0.9980481,0.0004805267,0.0003542803,0.0003552348,0.0006202983,0.0001414721],"domain_scores_gemma":[0.9707334,0.01570583,0.001083259,0.002102971,0.009709893,0.0006646923],"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":[0.00004512036,0.00003122899,0.000413417,0.0005956666,0.000005966197,0.00003034792,0.00004511089,0.0002092184,0.00004200457,0.0008872681,0.9845143,0.01318042],"study_design_scores_gemma":[0.00009198172,0.00003848337,0.002178185,0.0007877926,0.00001293225,0.0000886057,0.0002507292,0.0003748792,0.0001231791,0.004671326,0.9913561,0.00002568317],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.0004415842,0.0002343011,0.002509599,0.0006244843,0.0005521639,0.00095728,0.9627355,0.0008662098,0.03107893],"genre_scores_gemma":[0.00748398,0.001062443,0.01559362,0.00231338,0.0002839728,0.005743518,0.8666754,0.001885296,0.09895827],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1571699,"threshold_uncertainty_score":0.2241837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4520892065185443,"score_gpt":0.5088473393179329,"score_spread":0.05675813279938857,"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."}}