{"id":"W7113364982","doi":"","title":"Human Services Costing & Pricing Resource Package: Video 3 - The Nature of Costing","year":2025,"lang":"en","type":"other","venue":"UWA Profiles and Research Repository (University of Western Australia)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact","funders":"","keywords":"Activity-based costing; Resource (disambiguation); Human resources; Cost accounting; Job costing; Cost driver","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007122345,0.0005497097,0.0003698374,0.00175932,0.001272819,0.003590208,0.001079315,0.002204643,0.6319848],"category_scores_gemma":[0.004001834,0.0005697851,0.000378545,0.001929238,0.0004038396,0.001767688,0.001048856,0.001259157,0.3289092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002367795,"about_ca_system_score_gemma":0.003025629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06231642,"about_ca_topic_score_gemma":0.1471938,"domain_scores_codex":[0.9994134,0.00005253916,0.00001204081,0.00002500108,0.0003761759,0.0001209469],"domain_scores_gemma":[0.9981729,0.0004794305,0.00005467553,0.0001202722,0.0008847905,0.0002879645],"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":[0.00001374097,0.00003571745,0.00008225396,0.00002089927,6.015022e-7,0.00001322172,0.00002534438,0.000133589,0.0001122396,0.003087885,0.97372,0.02275455],"study_design_scores_gemma":[0.00001907697,0.00001880114,0.00278875,0.00004886141,0.000001654157,0.00002604046,0.00008410399,0.0008238408,0.0002354318,0.002147867,0.9937831,0.00002246012],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009048184,0.00008750753,0.001508978,0.00159898,0.0002758139,0.0002806133,0.0100259,0.002233246,0.983084],"genre_scores_gemma":[0.002937379,0.0001185587,0.001290167,0.0005715231,0.0001087914,0.0001255495,0.003891811,0.0009175289,0.9900388],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6319848,"threshold_uncertainty_score":0.5249289,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05322464223080338,"score_gpt":0.3377320391345039,"score_spread":0.2845073969037006,"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."}}