{"id":"W7099821581","doi":"","title":"by","year":2008,"lang":"en","type":"article","venue":"","topic":"Technology, Environment, Urban Planning","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Empirical research; Work (physics); Payment","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00001400977,0.00004483442,0.00004543224,0.00002148448,0.0001388158,0.000009203987,0.00006882951,0.0000202822,0.005847978],"category_scores_gemma":[0.000003336261,0.00003743644,0.00001423041,0.000005048537,0.0001993227,0.00005811365,0.00001927209,0.0000531038,0.0008579263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008787421,"about_ca_system_score_gemma":0.000001659924,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004632617,"about_ca_topic_score_gemma":0.00001901589,"domain_scores_codex":[0.9997175,0.000002852907,0.00005464938,0.00008013396,0.00004731883,0.0000975276],"domain_scores_gemma":[0.9998608,0.000008106594,0.00001454919,0.0000992956,0.000002311888,0.0000149369],"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":[7.247014e-7,0.00001731832,0.001306537,6.572751e-7,0.000005271554,0.000006527611,0.001527235,2.192525e-7,0.0003118014,0.1548139,0.8416516,0.0003582276],"study_design_scores_gemma":[0.00006457081,0.0000170435,0.0002695018,7.951092e-7,0.000001446393,0.000005444414,0.0004282097,0.000007499462,0.0006023486,0.0002445086,0.9983002,0.0000584448],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4237416,0.0001870395,0.00006640441,0.0005817468,0.000106234,0.00003997303,0.000009343612,0.0003888841,0.5748788],"genre_scores_gemma":[0.8274051,0.00001213138,0.00008898647,0.000390149,0.00005351434,0.000003289886,0.000005385184,0.000005867606,0.1720356],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4036635,"threshold_uncertainty_score":0.99992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02939319419463069,"score_gpt":0.1753195597168455,"score_spread":0.1459263655222148,"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."}}