{"id":"W1642735996","doi":"","title":"Patterns of trademarking activity in Australia","year":2004,"lang":"en","type":"article","venue":"Swinburne Research Bank (Swinburne University of Technology)","topic":"Intellectual Property Law","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Per capita; Globalization; Tertiary sector of the economy; Economics; Per capita income; Real gross domestic product; Economic geography; International economics; Demographic economics; Development economics; Geography; Economy; Macroeconomics; Market economy; Demography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002644199,0.0001757125,0.0004666019,0.001994246,0.0004426745,0.00001731292,0.001525819,0.0006073749,0.001019113],"category_scores_gemma":[0.001008064,0.0002012621,0.000156731,0.002870187,0.002169464,0.0004118793,0.00044323,0.001330385,0.00003639853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008511154,"about_ca_system_score_gemma":0.0006401664,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05926876,"about_ca_topic_score_gemma":0.02022723,"domain_scores_codex":[0.9968531,0.000357137,0.000284978,0.0004860811,0.001034058,0.0009846556],"domain_scores_gemma":[0.998508,0.0002170768,0.0001498194,0.0005219894,0.0004590625,0.0001441049],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002171616,0.005122636,0.2592948,0.0008039462,0.0006679996,0.001598016,0.08320571,0.000561547,0.1810769,0.3794069,0.003571762,0.0825182],"study_design_scores_gemma":[0.01316924,0.003607874,0.08961389,0.003573738,0.0001398822,0.00003268322,0.1476275,0.0001288657,0.4785096,0.1325358,0.1287844,0.002276461],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804645,0.00008284028,0.0003154998,0.005712013,0.0000683246,0.0005363161,0.00001231077,0.0001084916,0.01269967],"genre_scores_gemma":[0.9960202,0.0003423662,0.0005860041,0.000005322061,0.00003418717,0.000001094984,0.000001476535,0.0000141687,0.002995189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2974328,"threshold_uncertainty_score":0.9998941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1031686583043381,"score_gpt":0.3582438724237076,"score_spread":0.2550752141193695,"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."}}