{"id":"W7013988525","doi":"","title":"Os estudos PISA e o ensino das ciências físico-naturais em Portugal: a comparabilidade dos resultados nacionais e as implicações para a política educacional.","year":2010,"lang":"pt","type":"dissertation","venue":"Portuguese National Funding Agency for Science, Research and Technology (RCAAP Project by FCT)","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universidade Nova de Lisboa; Universidade de Lisboa; Federation for the Humanities and Social Sciences; United Nations Educational, Scientific and Cultural Organization","keywords":"Exploratory research; Research methodology; Field (mathematics); Context (archaeology)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":["sts","research_integrity"],"category_scores_codex":[0.01973924,0.001179538,0.001294883,0.009356869,0.01103386,0.001354401,0.004548776,0.002294226,0.0005809988],"category_scores_gemma":[0.03256682,0.001138959,0.0004061469,0.01825004,0.01021988,0.001785798,0.0006531194,0.004718393,0.0002453639],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001337874,"about_ca_system_score_gemma":0.02980572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002128366,"about_ca_topic_score_gemma":0.001690402,"domain_scores_codex":[0.9809263,0.0006129524,0.001970834,0.004107827,0.008351691,0.004030363],"domain_scores_gemma":[0.9821447,0.00362755,0.00127382,0.001189368,0.01041464,0.001349951],"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":[0.001088893,0.004575004,0.009053845,0.0006097782,0.0004555409,0.00006395264,0.05609931,0.000001688343,0.0853591,0.5561454,0.1387537,0.1477937],"study_design_scores_gemma":[0.005427397,0.005876118,0.05402786,0.001213416,0.0003565065,0.0007413296,0.2735656,0.002423114,0.02297436,0.2884592,0.3381599,0.006775138],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9142231,0.005329788,0.0000970571,0.04440346,0.004501445,0.009673459,0.001308203,0.0007186113,0.01974492],"genre_scores_gemma":[0.9601872,0.001645028,0.0009636172,0.0004640043,0.0007479856,0.002562919,0.001409044,0.0001105903,0.03190959],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2676862,"threshold_uncertainty_score":0.9996823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1161019094142376,"score_gpt":0.4778726902746102,"score_spread":0.3617707808603727,"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."}}