{"id":"W6985063055","doi":"","title":"Silakkaskenaariot","year":2024,"lang":"fi","type":"other","venue":"Jukuri (Luonnonvarakeskus Tietopalvelu)","topic":"German Social Sciences and History","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Quarter (Canadian coin); Work (physics); State (computer science)","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":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","insufficient_payload"],"category_scores_codex":[0.002217053,0.001473071,0.00169015,0.0008376399,0.001460802,0.001048551,0.002586464,0.002269595,0.05162189],"category_scores_gemma":[0.0001743109,0.001477525,0.001443757,0.002504712,0.003200179,0.0003880556,0.0005364068,0.001903868,0.1319913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001622724,"about_ca_system_score_gemma":0.002328379,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0105793,"about_ca_topic_score_gemma":0.01569101,"domain_scores_codex":[0.9901269,0.0006319988,0.001336914,0.00251186,0.002771992,0.002620301],"domain_scores_gemma":[0.9962015,0.0001846245,0.0008695292,0.001313192,0.0002551927,0.001175937],"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":[0.00002572178,0.0002935088,0.00008242672,0.0005817442,0.0003364586,0.0003137134,0.06462523,0.000003117775,0.0001053202,0.0696189,0.8453405,0.01867336],"study_design_scores_gemma":[0.0003637317,0.000170925,0.0002910844,0.0007130335,0.0004561418,0.00001415504,0.006345899,0.00002388714,0.00001142502,0.006618408,0.9831514,0.001839878],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005729516,0.01952122,0.00003183832,0.002891176,0.01827137,0.001226656,0.0002395587,0.0008761191,0.9563691],"genre_scores_gemma":[0.02078117,0.003073169,0.000372992,0.001104197,0.01174981,0.0001165921,0.00005101721,0.0007659813,0.9619851],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1378109,"threshold_uncertainty_score":0.9999884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02168424864542171,"score_gpt":0.2929026403882127,"score_spread":0.2712183917427909,"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."}}