{"id":"W7087682447","doi":"10.5281/zenodo.17309165","title":"andydawson/REVEALS-NA: REVEALS-NA-CP","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Social Issues in Poland","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"","keywords":"Relation (database); Workflow; Cover (algebra); Holocene; Work (physics)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001351495,0.0003013772,0.0004143812,0.0004946077,0.003407311,0.0010589,0.002076436,0.000476335,0.1085697],"category_scores_gemma":[0.00254809,0.0003442123,0.0001246287,0.001076626,0.0006913212,0.0001495544,0.001178429,0.0005542248,0.01819006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000418107,"about_ca_system_score_gemma":0.00003171503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001398652,"about_ca_topic_score_gemma":0.00003078147,"domain_scores_codex":[0.9961882,0.00120903,0.0003424687,0.0006927095,0.0008379236,0.0007296273],"domain_scores_gemma":[0.9981558,0.00007893312,0.0002807712,0.0006830819,0.0004892458,0.0003121304],"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":[0.0000138943,0.00006376055,0.00001456057,0.00008229439,0.00008117395,0.00001600075,0.003341957,3.32141e-7,0.00005223203,0.03072041,0.9345812,0.03103219],"study_design_scores_gemma":[0.000311016,0.00005478536,0.0001196666,0.0001968916,0.00004226688,0.000003908242,0.001100183,0.000002277477,0.000008597913,0.001320736,0.9965003,0.0003394094],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006665001,0.0008323485,0.0005996011,0.0009583904,0.0007113801,0.00086703,0.000581525,0.002184335,0.9931988],"genre_scores_gemma":[0.01927544,0.001261666,0.0002160464,0.0003786637,0.001679925,1.370027e-7,0.001056094,0.005782287,0.9703497],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09037968,"threshold_uncertainty_score":0.9999781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03778309353288367,"score_gpt":0.3121386510380799,"score_spread":0.2743555575051962,"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."}}