{"id":"W35363143","doi":"10.2196/36364","title":"Cost effective techniques for building construction in Sri Lanka","year":2006,"lang":"en","type":"dissertation","venue":"JMIR Cancer","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute for Health and Care Research","keywords":"Sri lanka; Construction engineering; Architectural engineering; Computer science; Engineering; Geography; Environmental planning","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":[],"consensus_categories":[],"category_scores_codex":[0.0007783156,0.0002563529,0.0004182929,0.001019257,0.0001469594,0.0002228639,0.0003548107,0.0002727704,0.0003429613],"category_scores_gemma":[0.0001308955,0.0002252441,0.0001600386,0.0009407979,0.00005865951,0.0003655477,0.00002880241,0.0002739628,0.00001980832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002655046,"about_ca_system_score_gemma":0.0001347719,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004048177,"about_ca_topic_score_gemma":0.00511204,"domain_scores_codex":[0.9978216,0.00006350734,0.0006286991,0.0006161883,0.0005932691,0.0002767146],"domain_scores_gemma":[0.9984626,0.0003301809,0.0005365718,0.0002897806,0.0003487354,0.00003216054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000225222,0.00001646129,0.01276079,0.0001022326,0.0000175903,0.000001129778,0.0006029398,0.00003009086,0.0003005332,0.001097105,0.01059155,0.9742544],"study_design_scores_gemma":[0.001026897,0.00009467871,0.03923626,0.0005623946,0.00005061371,0.000004345274,0.002909681,0.0008402774,0.01355282,0.01137118,0.9296327,0.0007181978],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8736672,0.000844934,0.003506519,0.0002923482,0.009388718,0.01738665,0.0003224872,0.0003807743,0.09421038],"genre_scores_gemma":[0.8443555,0.0006893728,0.01980235,0.0004186798,0.003721849,0.07264089,0.001283259,0.0001624588,0.05692562],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9735361,"threshold_uncertainty_score":0.9185186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05565477077177629,"score_gpt":0.4540395801813727,"score_spread":0.3983848094095964,"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."}}