{"id":"W7098080844","doi":"","title":"University of Alberta A LIGHTWEIGHT COORDINATION APPROACH FOR RESOURCE-CENTRIC COLLABORATIONS","year":2016,"lang":"en","type":"article","venue":"","topic":"Optics and Image Analysis","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Variety (cybernetics); Process (computing); Work (physics); Key (lock); Loan; Documentation","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":[0.005333642,0.001096864,0.001070141,0.002325675,0.004584014,0.009017266,0.003768563,0.00206002,0.01994134],"category_scores_gemma":[0.008379225,0.001115122,0.001336986,0.002719998,0.00294898,0.006030106,0.009667814,0.002381946,0.006758782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006869836,"about_ca_system_score_gemma":0.01256405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09581316,"about_ca_topic_score_gemma":0.1117194,"domain_scores_codex":[0.9951459,0.001149409,0.0003187146,0.001000191,0.001700269,0.0006856108],"domain_scores_gemma":[0.9946356,0.001088768,0.000260695,0.002077833,0.0009576757,0.0009792885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004365858,0.0001812172,0.001669705,0.0004225506,0.00006601985,0.0006791077,0.002396332,0.02891154,0.008753531,0.6831111,0.05450447,0.2188679],"study_design_scores_gemma":[0.0001612707,0.000109041,0.0009709179,0.000380002,0.0001211819,0.0005543377,0.001372199,0.1541138,0.007667296,0.2402956,0.5941392,0.0001150598],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009825669,0.001401026,0.881839,0.003070709,0.0005323654,0.0005181524,0.0004957279,0.0100869,0.09223045],"genre_scores_gemma":[0.1678325,0.001388028,0.7568205,0.0005215853,0.000217515,0.0005008891,0.001190888,0.001569903,0.06995819],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09581316,"threshold_uncertainty_score":0.1905109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01042318440139677,"score_gpt":0.1809339957399,"score_spread":0.1705108113385032,"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."}}