{"id":"W4399844416","doi":"10.37448/dt.143962","title":"Syö lautanen tyhjäksi!","year":2024,"lang":"fi","type":"article","venue":"Diakonian tutkimus","topic":"Research in Social Sciences","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"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","insufficient_payload"],"consensus_categories":["sts","insufficient_payload"],"category_scores_codex":[0.00346,0.0003997888,0.0004534466,0.0003066994,0.0016846,0.002849385,0.001755358,0.0004658966,0.008542798],"category_scores_gemma":[0.001074786,0.0003792929,0.0004069479,0.003542658,0.00286557,0.001194053,0.0003150733,0.0008963835,0.01074494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007477327,"about_ca_system_score_gemma":0.002319457,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008501264,"about_ca_topic_score_gemma":0.003308813,"domain_scores_codex":[0.9929004,0.0009114075,0.0005400908,0.001134026,0.002560289,0.001953811],"domain_scores_gemma":[0.9972039,0.001074063,0.00009642983,0.0004952226,0.0001819268,0.0009483913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001841361,0.0001616334,0.002812721,0.0002843593,0.0001771324,0.001216468,0.08710707,0.00001114152,0.0002738688,0.354771,0.06684237,0.4863238],"study_design_scores_gemma":[0.0001165438,0.000133711,0.002219764,0.0002634857,0.00004962258,0.000006687025,0.008263101,0.0006916471,0.00006561597,0.01179039,0.9758691,0.000530295],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06324743,0.03025123,0.00007067878,0.04446118,0.01264802,0.001144341,0.0002150049,0.0008557528,0.8471063],"genre_scores_gemma":[0.9044604,0.003248323,0.0001264341,0.0003452857,0.003828588,0.00005009512,0.0000080581,0.0000582024,0.08787455],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9090268,"threshold_uncertainty_score":0.9998659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04336485915172773,"score_gpt":0.4066982547238296,"score_spread":0.3633333955721019,"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."}}