{"id":"W2555088315","doi":"10.1109/itmc.2005.7461292","title":"Collaboration in the next generation manufacturing: Critical analysis of recent technology foresight projects and research framework","year":2005,"lang":"en","type":"article","venue":"","topic":"Diverse academic and cultural studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nunavut General Monitoring Plan","keywords":"Futures studies; Context (archaeology); Delphi method; Delphi; Production (economics); Stakeholder; Field (mathematics); Work (physics); Constructive; Computer science; Management science; Knowledge management; Process management; Engineering management; Engineering; Management; Process (computing)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0005554787,0.00004761857,0.0001625128,0.0003968749,0.000100225,0.00004725582,0.0001009663,0.0001171363,0.0002095276],"category_scores_gemma":[0.0003910018,0.00003446675,0.00001863638,0.001172534,0.0001069405,0.0001797446,0.0000432711,0.0001695455,0.0000167934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004604341,"about_ca_system_score_gemma":0.000005463888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005250125,"about_ca_topic_score_gemma":0.0001556449,"domain_scores_codex":[0.9993766,0.00002231304,0.0002439048,0.0001764307,0.00004684685,0.0001338814],"domain_scores_gemma":[0.9996809,0.000102069,0.0000450867,0.0001025078,0.00005756842,0.00001190688],"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":[0.000005953989,0.00004132785,0.0184187,0.000005676715,0.00007312223,4.840985e-7,0.002877204,0.00007030788,0.00004148161,0.968979,0.001746334,0.007740422],"study_design_scores_gemma":[0.0006851651,0.0003251343,0.06837879,0.00002785431,0.0001495675,0.00000244197,0.05145855,0.02573172,0.01082678,0.1774279,0.6644648,0.0005212742],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9486138,0.004313742,0.0005580499,0.03469985,0.00003698615,0.0002336987,0.000010981,0.00001017106,0.01152274],"genre_scores_gemma":[0.9939501,0.004127817,0.001515724,0.000195426,0.00004799249,0.00002649255,0.000004578705,0.000001948855,0.0001299602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7915511,"threshold_uncertainty_score":0.229418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2328438700626529,"score_gpt":0.3650747083763206,"score_spread":0.1322308383136677,"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."}}