{"id":"W1481621347","doi":"","title":"Portable Inspiration: The Necessity of STEM Outreach Investment.","year":2009,"lang":"en","type":"article","venue":"The technology teacher/The Technology teacher","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Outreach; Ingenuity; Curriculum; Technology education; Engineering; Investment (military); Club; Public relations; Engineering ethics; Engineering management; Management; Sociology; Pedagogy; Political science; Economics; Politics; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0009973571,0.0005836254,0.0005963278,0.0006336888,0.0004481492,0.0000500245,0.002257234,0.001189641,0.0001855451],"category_scores_gemma":[0.00005838725,0.0003734218,0.000171384,0.001945963,0.001031456,0.0001609304,0.0001936032,0.00264668,0.0001422791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000210535,"about_ca_system_score_gemma":0.0001132982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005185997,"about_ca_topic_score_gemma":0.0003143928,"domain_scores_codex":[0.9973441,0.0001587561,0.0008120516,0.0005293352,0.0003135343,0.0008421965],"domain_scores_gemma":[0.9969858,0.0001063751,0.0002725583,0.002432292,0.0001236278,0.00007938305],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009467273,0.002290898,0.08324112,0.0002483367,0.002199505,0.00006328066,0.01484794,0.0122942,0.03969527,0.2690785,0.1274318,0.4485146],"study_design_scores_gemma":[0.002851571,0.0008003827,0.02361637,0.0001742595,0.0007293886,0.0006779236,0.02132154,0.02194992,0.02928765,0.05997984,0.8361443,0.00246682],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8939101,0.01021653,0.00839035,0.06210293,0.00116027,0.001293172,0.00001420551,0.00557853,0.01733395],"genre_scores_gemma":[0.9916945,0.0001403515,0.0005253471,0.0008467324,0.000167637,0.0002383147,0.00001462289,0.00008861039,0.006283885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7087126,"threshold_uncertainty_score":0.9998718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01642560098068132,"score_gpt":0.2469752457313348,"score_spread":0.2305496447506535,"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."}}