{"id":"W4400495286","doi":"10.47854/404g6k23","title":"Technique","year":2024,"lang":"en","type":"article","venue":"Anthropen","topic":"Emile Durkheim and Sociology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004154601,0.00003231762,0.0000530891,0.00002237055,0.0002340518,0.00005221113,0.0001358873,0.00007620999,0.002025829],"category_scores_gemma":[0.00004394427,0.00002763978,0.00003060583,0.0001192567,0.0003645829,0.00010005,0.00002543821,0.00008132363,0.0007596692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000261633,"about_ca_system_score_gemma":0.0001151454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00207911,"about_ca_topic_score_gemma":0.0004709362,"domain_scores_codex":[0.9995424,0.00008553415,0.00005276102,0.0001046909,0.00007227335,0.0001423032],"domain_scores_gemma":[0.999809,0.00006968575,0.00000544301,0.00006660123,0.00001464337,0.00003460475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001150075,0.00001093696,0.0006835206,0.000009358406,0.00001381913,0.00005217573,0.01613517,1.094913e-7,0.0006448348,0.8936876,0.0718053,0.01695599],"study_design_scores_gemma":[0.00001333986,0.00001263694,0.0001515329,0.00001691405,0.000003333576,0.000001181006,0.002612151,0.000002750241,0.0003454637,0.01171693,0.98507,0.00005380039],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01190834,0.001314202,0.0008872998,0.008476504,0.0008823745,0.0002596904,0.000003134573,0.0003522739,0.9759162],"genre_scores_gemma":[0.9885375,0.0006437508,0.0002052305,0.0002362875,0.0003234275,0.00003137558,0.000001713229,0.000006190202,0.01001453],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9766291,"threshold_uncertainty_score":0.9988865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03242469450907102,"score_gpt":0.4194378591548965,"score_spread":0.3870131646458255,"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."}}