{"id":"W4407236481","doi":"10.22492/issn.2435-9467.2024.44","title":"Deconstructing Complex Abstraction Through Context in Science Education: Comprehensive Review on Research Development, Approaches, and Articulation","year":2025,"lang":"en","type":"article","venue":"The Barcelona Conference on Education official conference proceedings","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Fraser Institute; Fraser Health; University of the Fraser Valley","funders":"","keywords":"Articulation (sociology); Abstraction; Context (archaeology); Computer science; Cognitive science; Data science; Engineering ethics; Epistemology; Psychology; Engineering; Political science; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003726665,0.0002650727,0.0003150516,0.0006964935,0.00308815,0.0008085226,0.0008060129,0.0001452604,0.0003441042],"category_scores_gemma":[0.001157071,0.0002415185,0.00003777993,0.002499566,0.002397819,0.0008081798,0.0001027262,0.0008042125,0.00009121083],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007133393,"about_ca_system_score_gemma":0.02449158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001975597,"about_ca_topic_score_gemma":0.002562183,"domain_scores_codex":[0.9963505,0.0002959211,0.0006617354,0.000877274,0.001150325,0.0006642576],"domain_scores_gemma":[0.9959239,0.0005136254,0.0003374385,0.0002653979,0.002752541,0.0002070831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002936672,0.0002962362,0.002493341,0.0001393059,0.000004475697,6.521257e-8,0.02760923,0.000001620534,0.0002351811,0.7147275,0.00156421,0.2528994],"study_design_scores_gemma":[0.0004280995,0.000120383,0.1428376,0.00425303,0.00002719175,0.000009069234,0.5547859,0.001001733,0.0004958265,0.04628916,0.2490414,0.000710587],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5973669,0.001018479,0.0001750885,0.04919947,0.001968778,0.002639642,0.000002174816,0.000100848,0.3475287],"genre_scores_gemma":[0.9926165,0.000791007,0.0006062478,0.00368088,0.0002304475,0.0002992783,0.00001441341,0.00001025203,0.001750996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6684384,"threshold_uncertainty_score":0.9982097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3360290044202299,"score_gpt":0.4685745575999268,"score_spread":0.132545553179697,"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."}}