{"id":"W7040642215","doi":"","title":"","year":2024,"lang":"en","type":"other","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"Historical and Cultural Archaeology Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Architecture; Ideal (ethics); Reading (process); Circulation (fluid dynamics)","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","open_science","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001077699,0.0006080322,0.001350943,0.000524311,0.00103844,0.001464061,0.006518818,0.0002883096,0.02670953],"category_scores_gemma":[0.0004863246,0.000523606,0.0003186352,0.0008136886,0.003182172,0.002191205,0.004178209,0.0004938349,0.003020868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004678947,"about_ca_system_score_gemma":0.0006534741,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1199833,"about_ca_topic_score_gemma":0.1960086,"domain_scores_codex":[0.9956191,0.0006498891,0.000824035,0.001191573,0.001024848,0.000690578],"domain_scores_gemma":[0.9976686,0.0002475179,0.0009152628,0.0005792383,0.000291446,0.0002979272],"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":[0.00007164702,0.0001576854,0.002457596,0.0003580277,0.0009658036,0.00003738458,0.01248705,4.681716e-7,0.00002863661,0.3479008,0.5389521,0.09658278],"study_design_scores_gemma":[0.0002782133,0.00003244298,0.0009875193,0.0005134855,0.0001738113,7.050313e-7,0.001121756,3.71664e-7,0.00001901532,0.0145938,0.9816189,0.0006599441],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001853481,0.002146059,0.00002157255,0.003814968,0.002991759,0.001996991,0.00000775822,0.0005148964,0.9883206],"genre_scores_gemma":[0.005415169,0.001949126,0.0003354874,0.000486363,0.000954003,0.0005228592,0.0001026966,0.0003817185,0.9898526],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4426668,"threshold_uncertainty_score":0.9997215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1263706567147251,"score_gpt":0.4534661244843889,"score_spread":0.3270954677696638,"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."}}