{"id":"W6908349340","doi":"10.25946/13456232","title":"Particleboard formwork developments in Britain, Canada, and South Africa","year":2017,"lang":"en","type":"report","venue":"Central Queensland University","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Formwork; Work (physics)","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"],"consensus_categories":[],"category_scores_codex":[0.0003652739,0.0003932363,0.0006039171,0.0002242323,0.0003974922,0.0000758991,0.0004365998,0.0003156579,0.00002385972],"category_scores_gemma":[0.0001923877,0.000437394,0.00007552838,0.0002143769,0.0001570611,0.0001956713,0.000308474,0.0005098999,0.00002602538],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003447002,"about_ca_system_score_gemma":0.009431496,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6208248,"about_ca_topic_score_gemma":0.9203878,"domain_scores_codex":[0.9972029,0.0001007857,0.0002605955,0.0006115341,0.0007435796,0.001080643],"domain_scores_gemma":[0.998387,0.00004235967,0.0003899836,0.0004641016,0.0002280799,0.0004885118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001867609,0.00003876405,0.837135,0.000115443,0.0001646291,0.002495104,0.001287558,0.00000624882,0.000002583705,0.00006397276,0.1573682,0.001135793],"study_design_scores_gemma":[0.0006971473,0.000007729891,0.5180716,0.0001564888,0.00007021228,0.00001339456,0.0002314858,0.000005268759,0.000005392212,0.00001059221,0.480387,0.0003437231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7656938,0.0006623185,0.000009441964,0.00008092322,0.0008710288,0.0006690091,0.001659054,0.00009804452,0.2302564],"genre_scores_gemma":[0.9633503,0.0003003374,0.0001166128,0.000009373477,0.00009140441,5.192072e-7,0.0001542005,0.00005376751,0.03592352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3230188,"threshold_uncertainty_score":0.9998078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02626811177870912,"score_gpt":0.2118300243719611,"score_spread":0.185561912593252,"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."}}