{"id":"W2910286022","doi":"10.25916/sut.26292730","title":"'We must be more productive': global discourse, local strategies","year":2024,"lang":"en","type":"article","venue":"Swinburne Research Bank (Swinburne University of Technology)","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Epistemology; Political science; Philosophy","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":[0.01372304,0.0005307801,0.0003627197,0.00431162,0.004213735,0.01178054,0.0008206653,0.001034526,0.001960981],"category_scores_gemma":[0.02172619,0.000207195,0.0002049623,0.005171692,0.01728084,0.007410302,0.004440523,0.00189563,0.0002053132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00764354,"about_ca_system_score_gemma":0.004271937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01994083,"about_ca_topic_score_gemma":0.02107672,"domain_scores_codex":[0.9933496,0.004253706,0.0002452802,0.000501644,0.001082384,0.0005674459],"domain_scores_gemma":[0.9823063,0.01324938,0.001749837,0.0009348854,0.001173212,0.0005863836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003366372,0.00001234096,0.007752962,0.0002144228,0.00001680716,0.0004546342,0.9047719,0.000159676,0.000521786,0.06268706,0.002359589,0.02101507],"study_design_scores_gemma":[0.00001073152,0.0000333525,0.01547423,0.0003861297,0.00002679775,0.0002411108,0.9111067,0.000396534,0.0007275671,0.01225514,0.05931346,0.00002828561],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8330216,0.003263033,0.006668243,0.02097675,0.0001826524,0.00006068572,0.0001640421,0.0001030847,0.1355599],"genre_scores_gemma":[0.9968864,0.0003692057,0.0005595226,0.000233118,0.00002162161,0.00001313442,0.0000236653,0.00003296744,0.001860432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01994083,"threshold_uncertainty_score":0.07257521,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06504181568875753,"score_gpt":0.3723445302283357,"score_spread":0.3073027145395781,"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."}}