{"id":"W2131426662","doi":"10.1080/01998595.2015.11070738","title":"Ideas That Work","year":2014,"lang":"en","type":"article","venue":"Energy Engineering","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"FuelCell Energy (Canada)","funders":"","keywords":"Work (physics); Series (stratigraphy); Engineering; Architectural engineering; Engineering ethics; Industrial engineering; Computer science; Mechanical engineering; Geology","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":[],"consensus_categories":[],"category_scores_codex":[0.0141955,0.001854511,0.0007928001,0.00241368,0.006185648,0.01136137,0.002947655,0.00632471,0.02396031],"category_scores_gemma":[0.01971932,0.0007528458,0.001702646,0.00117096,0.03413335,0.02569454,0.008607552,0.01317098,0.01482748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004178286,"about_ca_system_score_gemma":0.004794443,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008518167,"about_ca_topic_score_gemma":0.0009384065,"domain_scores_codex":[0.9889879,0.005649945,0.000451904,0.001304721,0.002607391,0.0009981546],"domain_scores_gemma":[0.9921137,0.002881532,0.0004777313,0.001816211,0.001716006,0.0009948778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000181977,0.00003426407,0.00009476631,0.0002007713,0.00001409324,0.00004814179,0.001453904,0.00009469847,0.0001600597,0.9506658,0.03365728,0.01355798],"study_design_scores_gemma":[0.00001904864,0.00003195513,0.00004630421,0.0002579381,0.00001381642,0.000100391,0.0009975209,0.0001708782,0.0002655225,0.666571,0.3315019,0.00002390035],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.00426015,0.03809714,0.1364966,0.3279669,0.0648077,0.0003452226,0.0001916786,0.001090268,0.4267443],"genre_scores_gemma":[0.2941768,0.04696999,0.1737359,0.185116,0.02658811,0.002457423,0.0006217796,0.002152123,0.2681819],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02396031,"threshold_uncertainty_score":0.08015513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007048756516909191,"score_gpt":0.2070494505206247,"score_spread":0.2000006940037155,"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."}}