{"id":"W2747151459","doi":"10.1071/aj13072","title":"Balancing the people equation—how enhanced collaboration can help solve labour challenges in the LNG industry","year":2014,"lang":"en","type":"article","venue":"The APPEA Journal","topic":"Global Energy and Sustainability Research","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workforce; Productivity; Business; Commodity; Sustainability; Flexibility (engineering); Compensation (psychology); Economic shortage; Industrial organization; Labour economics; Economics; Finance; Economic growth","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004299222,0.0001390946,0.0001582154,0.00005797746,0.0007625509,0.0003420951,0.0007401599,0.0001609381,0.00006718771],"category_scores_gemma":[0.001201707,0.00006753461,0.00005801393,0.0005605801,0.00009155745,0.0001747935,0.00008185836,0.001190266,0.00001248082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001739172,"about_ca_system_score_gemma":0.0002466598,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007938592,"about_ca_topic_score_gemma":0.01888396,"domain_scores_codex":[0.9972286,0.001327079,0.0002414235,0.0001583514,0.0005845223,0.0004599879],"domain_scores_gemma":[0.9985008,0.0005521301,0.0001376622,0.0004403408,0.0003010793,0.0000680343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001366946,0.0001203298,0.001215565,0.00004839931,0.00007544763,0.00001343937,0.05016665,0.06402798,0.001516652,0.8133022,0.0006622559,0.06871435],"study_design_scores_gemma":[0.002569968,0.0004417346,0.07989661,0.0001741658,0.0000585175,0.0003183773,0.4821362,0.01317116,0.003392071,0.3205644,0.09664349,0.0006332651],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8315387,0.0006431732,0.0004977192,0.1582813,0.0001942239,0.0001940383,0.00000179244,0.00001841751,0.008630631],"genre_scores_gemma":[0.9978549,0.0002726788,0.00002157386,0.0006596696,0.0006614724,0.00003288111,0.000002693592,0.00001250638,0.0004816523],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4927378,"threshold_uncertainty_score":0.9990188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02934439180977867,"score_gpt":0.2756000722473391,"score_spread":0.2462556804375605,"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."}}