{"id":"W4400006457","doi":"10.1177/01614681241263431","title":"Pipeline Schmipeline: A New Survey to Examine Youth Pathways in Science","year":2024,"lang":"en","type":"article","venue":"Teachers College Record The Voice of Scholarship in Education","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Publishing; Pipeline (software); Publication; Science education; Sociology; Psychology; Mathematics education; Engineering; Political 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002944516,0.0001984942,0.0002983385,0.002092076,0.001544149,0.001149256,0.000549542,0.0004535695,0.005104918],"category_scores_gemma":[0.00715851,0.000361478,0.0003543029,0.00161373,0.0002979246,0.001839956,0.001846213,0.001155008,0.001497725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001113177,"about_ca_system_score_gemma":0.002036641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01475427,"about_ca_topic_score_gemma":0.04390973,"domain_scores_codex":[0.9988642,0.000346975,0.0001646704,0.000150726,0.0002493798,0.0002240822],"domain_scores_gemma":[0.9952002,0.0007048835,0.001078731,0.0003562325,0.001473949,0.001185987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006943176,0.0006517652,0.93371,0.0001132789,0.00003042863,0.000160557,0.01361392,0.00005704367,0.0007254004,0.000482387,0.007631143,0.04275472],"study_design_scores_gemma":[0.00002319234,0.0003142825,0.9550312,0.00009063644,0.00002405021,0.0002455787,0.01982126,0.000395658,0.0005863036,0.000347131,0.02309543,0.00002529673],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9850677,0.0001065929,0.001158193,0.0004720003,0.00002554387,0.000710203,0.007629557,0.00005495363,0.004775251],"genre_scores_gemma":[0.9747503,0.0004631516,0.005796251,0.0005774408,0.00003746331,0.003494398,0.009897731,0.00006219582,0.004921004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9984558,"threshold_uncertainty_score":0.02933675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07863141635516728,"score_gpt":0.337221352928026,"score_spread":0.2585899365728587,"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."}}