{"id":"W7024100099","doi":"","title":"PWGSC case study : technical information needs of Public Works managers","year":2002,"lang":"en","type":"article","venue":"NPARC","topic":"Black Holes and Theoretical Physics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public work; Information system; Information needs; Key (lock); Work (physics)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004244851,0.0002001497,0.0002758774,0.001915675,0.004965165,0.002649291,0.001013866,0.003464719,0.01596509],"category_scores_gemma":[0.02090899,0.0002685102,0.0002052874,0.002639876,0.0009228605,0.00254926,0.001573567,0.0009289272,0.001418144],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003201868,"about_ca_system_score_gemma":0.005650092,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0270422,"about_ca_topic_score_gemma":0.03377599,"domain_scores_codex":[0.9965779,0.00130106,0.0001874227,0.0002042143,0.001066595,0.0006627401],"domain_scores_gemma":[0.9722186,0.0191663,0.001481157,0.001021321,0.004112127,0.002000529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001310062,0.005930288,0.3174625,0.00160077,0.00008889769,0.04653266,0.2596833,0.006526949,0.00853142,0.03586601,0.09570396,0.2207631],"study_design_scores_gemma":[0.0002282777,0.001203897,0.1623955,0.0003875208,0.0001165413,0.007510553,0.5590802,0.01539788,0.009820325,0.005484781,0.2382256,0.0001488949],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9405238,0.0001294806,0.001209055,0.004967433,0.00002043513,0.000295032,0.000650386,0.0001219673,0.05208234],"genre_scores_gemma":[0.9857465,0.0001146361,0.001466757,0.0003340065,0.00002101671,0.0001045579,0.0003490025,0.00002192293,0.0118416],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9967982,"threshold_uncertainty_score":0.05376959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01388697376073712,"score_gpt":0.2272867443088334,"score_spread":0.2133997705480963,"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."}}