{"id":"W4413199733","doi":"10.3102/ip.25.2194877","title":"Rethinking Time to Conceptualize STEM as Place","year":2025,"lang":"en","type":"article","venue":"","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Computer science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004059058,0.00007469122,0.000132544,0.00009725879,0.0004838228,0.00008223934,0.0003134345,0.00008666213,0.002971733],"category_scores_gemma":[0.001312359,0.0000705374,0.00002948759,0.00082815,0.0001439761,0.0001009499,0.00009330472,0.0001764841,0.001153202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001950537,"about_ca_system_score_gemma":0.0002898159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001163628,"about_ca_topic_score_gemma":0.0001402278,"domain_scores_codex":[0.9981279,0.0009832641,0.0001565479,0.0002034273,0.0002765137,0.0002522869],"domain_scores_gemma":[0.9989067,0.0007154513,0.0000363039,0.0001585364,0.0001297549,0.00005330701],"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":[0.000007848168,0.000007638401,0.0001854892,0.000002161338,0.00001071355,0.000001261347,0.04128009,0.000004139599,0.0007875595,0.9191931,0.02884433,0.009675606],"study_design_scores_gemma":[0.0001733602,0.00003117127,0.0001518156,0.00005849404,0.00000714214,2.243147e-7,0.009445896,0.00003791982,0.002611948,0.07042804,0.9168658,0.0001881358],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.03920258,0.00001455165,0.01682903,0.009580459,0.0002825256,0.0002233859,6.472321e-7,0.0002789671,0.9335878],"genre_scores_gemma":[0.1515693,7.433923e-7,0.04169118,0.009179845,0.0001078172,0.00001079175,5.781981e-7,0.000007891622,0.7974319],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8880215,"threshold_uncertainty_score":0.9996245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05742419043921319,"score_gpt":0.4136572545315654,"score_spread":0.3562330640923522,"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."}}