{"id":"W4411292071","doi":"10.4236/ce.2025.166046","title":"A Multi-Dimensional Analysis and Governance Study of Online Public Opinion after the Enactment of China&amp;#8217;s &amp;#8220;Preschool Education Law&amp;#8221;&lt;br&gt;&amp;#8212;Based on Python Analysis of Weibo Data in 2024","year":2025,"lang":"en","type":"article","venue":"Creative Education","topic":"Regional Development and Environment","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Education and Early Childhood Development","funders":"","keywords":"China; Corporate governance; Public opinion; Political science; Law; Management; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00303584,0.0001431098,0.0002380927,0.002263764,0.001736777,0.002360757,0.0002850039,0.0005688556,0.001933458],"category_scores_gemma":[0.008947214,0.000146872,0.0002840193,0.002451264,0.00162009,0.002236545,0.001632258,0.0006813984,0.0002911424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00165866,"about_ca_system_score_gemma":0.0005499974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004431535,"about_ca_topic_score_gemma":0.008002608,"domain_scores_codex":[0.9978979,0.001131845,0.0001277097,0.0002049722,0.0003645729,0.0002728922],"domain_scores_gemma":[0.9901124,0.005452297,0.002316437,0.0004279129,0.001231511,0.0004594702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002186103,0.0002659699,0.4436597,0.0001574259,0.00005606724,0.0007517033,0.5172048,0.0001853113,0.003630645,0.003359711,0.001907304,0.02860265],"study_design_scores_gemma":[0.000004330358,0.0001007547,0.5592062,0.00004267072,0.00001498575,0.0000869862,0.4337575,0.000935427,0.0006823078,0.0004484112,0.004692249,0.00002807074],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977768,0.000021498,0.0002395464,0.0001150563,0.000007789044,0.00002210225,0.00008386111,0.000003264057,0.001730198],"genre_scores_gemma":[0.9990163,0.00002910099,0.0001622606,0.00004272635,0.00001358004,0.00006350689,0.0001058637,0.000004362869,0.0005622986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004431535,"threshold_uncertainty_score":0.01605529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0464254331410468,"score_gpt":0.3710963826852476,"score_spread":0.3246709495442008,"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."}}