{"id":"W4214532895","doi":"10.1088/1757-899x/1136/1/011001","title":"Preface","year":2021,"lang":"en","type":"article","venue":"IOP Conference Series Materials Science and Engineering","topic":"Indian Economic and Social Development","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Excellence; Engineering; Technocracy; Engineering ethics; Sustainability; Engineering management; Management; Political science; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001308006,0.001102852,0.0008570399,0.002062715,0.003182539,0.004827328,0.001663313,0.001729093,0.5976337],"category_scores_gemma":[0.006727729,0.0003580946,0.0006821218,0.001781024,0.0007358565,0.003962669,0.003045613,0.003239738,0.4274963],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002016895,"about_ca_system_score_gemma":0.002928759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00363267,"about_ca_topic_score_gemma":0.004316538,"domain_scores_codex":[0.9989955,0.0001297167,0.00006668167,0.000201982,0.0004979785,0.0001081263],"domain_scores_gemma":[0.9971669,0.0003304782,0.00009044876,0.0002564965,0.001602435,0.0005531946],"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":[0.00002159823,0.00001800887,0.00007086302,0.00008436984,0.000001498154,0.00004209565,0.00009113277,0.00003309711,0.0001035793,0.003792784,0.9602006,0.03554041],"study_design_scores_gemma":[0.000002232013,0.00001087512,0.0001350537,0.00006566721,7.638166e-7,0.00003918323,0.0000925011,0.00001489716,0.00003721129,0.0008529199,0.9987458,0.000002828019],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001233073,0.008112873,0.00401245,0.02285997,0.1340149,0.0006173887,0.007687076,0.001486305,0.8199759],"genre_scores_gemma":[0.003573752,0.003706327,0.001566625,0.004224189,0.01083201,0.0002232317,0.005996433,0.0005763051,0.9693012],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5976337,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02190099960816016,"score_gpt":0.1848077880037665,"score_spread":0.1629067883956063,"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."}}