{"id":"W6944210320","doi":"10.17605/osf.io/r46gm","title":"images","year":2024,"lang":"en","type":"article","venue":"OSF Preprints (OSF Preprints)","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008143984,0.0006468511,0.0003403854,0.001776727,0.0008435502,0.000924949,0.0005074665,0.0007659296,0.258844],"category_scores_gemma":[0.0002944839,0.0003678066,0.0004045085,0.002690232,0.0002384094,0.0006825224,0.0005162578,0.000944633,0.09702155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003813344,"about_ca_system_score_gemma":0.0004944326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02877849,"about_ca_topic_score_gemma":0.08784293,"domain_scores_codex":[0.9998983,0.000003917456,0.00000291633,0.00002984496,0.00003821804,0.00002682303],"domain_scores_gemma":[0.9998159,0.00001468197,0.00001324617,0.00003098519,0.00008637225,0.00003885925],"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":[0.0003343626,0.00008149169,0.002432758,0.0003530755,0.00002673726,0.0003177155,0.000171467,0.0005177579,0.00612166,0.0004604777,0.9307258,0.05845678],"study_design_scores_gemma":[0.00010233,0.00003289442,0.09155332,0.0001728695,0.00003521145,0.0006618889,0.0006380265,0.000696307,0.00235548,0.0006320531,0.9030585,0.00006098813],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.01916146,0.0005327992,0.003893731,0.001477723,0.001975668,0.0003652598,0.6984642,0.006807627,0.2673216],"genre_scores_gemma":[0.09466213,0.001414621,0.02120511,0.001190571,0.0008411165,0.0005008727,0.6498515,0.005652903,0.2246812],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.741156,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008301450769992611,"score_gpt":0.2355009500881979,"score_spread":0.2271994993182052,"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."}}