{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01703308,0.0001948744,0.0002071185,0.0004315374,0.001080628,0.002791678,0.0009691596,0.0002501238,0.004734965],"category_scores_gemma":[0.06891467,0.0001869959,0.0001490885,0.002314673,0.001277109,0.00159091,0.0002484324,0.0007933169,0.02042837],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005931966,"about_ca_system_score_gemma":0.02223459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006390167,"about_ca_topic_score_gemma":0.0007558275,"domain_scores_codex":[0.9842749,0.0002957441,0.000357819,0.0006850652,0.01347641,0.0009100094],"domain_scores_gemma":[0.9859955,0.003190955,0.00005576855,0.0003461867,0.01008844,0.000323189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005360452,0.0000710118,0.00009692702,0.00002348873,0.00002992007,0.00001364231,0.001421202,0.000002339388,0.00003899601,0.4971914,0.4613935,0.0397122],"study_design_scores_gemma":[0.00007892539,0.00003922591,0.00006435943,0.00005395803,0.00000337743,0.000002859562,0.004372404,0.00007720818,0.00006510129,0.2378681,0.7572095,0.0001649092],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008018334,0.002246352,0.0005643251,0.02426599,0.001095765,0.000599978,0.0003262972,0.0009206192,0.9619623],"genre_scores_gemma":[0.9018162,0.001154658,0.001984803,0.0004876861,0.001853031,0.0003000783,0.0002900357,0.0000741051,0.09203932],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8937979,"threshold_uncertainty_score":0.9982435,"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."}}