{"id":"W4401423641","doi":"10.23977/jaip.2024.070305","title":"Research on the Path of Artificial Intelligence Empowering High-quality Economic Development","year":2024,"lang":"en","type":"article","venue":"Journal of Artificial Intelligence Practice","topic":"Regional Development and Environment","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Path (computing); Quality (philosophy); Artificial intelligence; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.01957448,0.0001765669,0.0002906683,0.000343802,0.000688653,0.0003863819,0.0007762936,0.0001295372,0.0007608139],"category_scores_gemma":[0.002423863,0.0001304369,0.0001549298,0.000581813,0.0006809385,0.0008220876,0.0001299077,0.0009430727,0.0007925643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007519851,"about_ca_system_score_gemma":0.001354288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005510048,"about_ca_topic_score_gemma":0.0002474605,"domain_scores_codex":[0.9948822,0.001135516,0.001537908,0.0003073074,0.001663323,0.0004737084],"domain_scores_gemma":[0.9927899,0.005862699,0.0005697958,0.00023696,0.0003675136,0.0001731744],"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":[0.0003630038,0.0002602237,0.00002307699,0.00002373321,0.0001275995,0.00006026114,0.02229588,0.002746392,0.0009764555,0.7401883,0.0006624734,0.2322726],"study_design_scores_gemma":[0.00002623624,0.000691954,0.0007856759,0.0008455406,0.00008625882,0.00003942776,0.2252715,0.001258043,0.1316572,0.2483873,0.3902622,0.0006886218],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8213295,0.001080543,0.07370088,0.07205649,0.006914188,0.0008563048,0.000007936684,0.00006221169,0.02399189],"genre_scores_gemma":[0.9932942,0.001251971,0.004187806,0.000149255,0.0008312959,0.00001016561,8.213875e-7,0.00001834463,0.0002561016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.491801,"threshold_uncertainty_score":0.9999855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2555765903278317,"score_gpt":0.472431404552804,"score_spread":0.2168548142249723,"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."}}