{"id":"W6961235099","doi":"10.1371/journal.pone.0304564.s003","title":"Comments pre-preprocessing [124–126].","year":2024,"lang":"en","type":"article","venue":"Figshare","topic":"Wheat and Barley Genetics and Pathology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ideology; Civility; Politics; Incivility; Context (archaeology); Populism; Democracy; Presidential election","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":[0.002845216,0.00124601,0.0009598279,0.003443263,0.002287236,0.002464052,0.0009303547,0.001537564,0.6751276],"category_scores_gemma":[0.02726389,0.0006455268,0.0008064074,0.002867919,0.000527947,0.001868713,0.002654035,0.002122009,0.4869369],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001171431,"about_ca_system_score_gemma":0.003027943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005661722,"about_ca_topic_score_gemma":0.0145331,"domain_scores_codex":[0.997861,0.0005070799,0.0003005707,0.0003043258,0.000756951,0.0002701191],"domain_scores_gemma":[0.9754779,0.006104425,0.0006844561,0.002352631,0.01443985,0.0009407682],"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":[0.0002645163,0.00005059066,0.0003384732,0.0009295017,0.000005689838,0.00009376096,0.001041914,0.00002406996,0.001294001,0.0008958669,0.9423789,0.05268255],"study_design_scores_gemma":[0.00006589758,0.00004879745,0.002588998,0.0004205173,0.00000754516,0.00004774184,0.001857236,0.0001036205,0.001111262,0.001303191,0.992413,0.0000321942],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.01179363,0.0005293503,0.01236051,0.006655246,0.009166916,0.01041053,0.4828667,0.01753725,0.4486799],"genre_scores_gemma":[0.03478792,0.0006648003,0.03975715,0.004422855,0.001939792,0.01686373,0.1605683,0.01584055,0.7251549],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3248724,"threshold_uncertainty_score":0.4633911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04393510993792821,"score_gpt":0.2640785601426824,"score_spread":0.2201434502047542,"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."}}