{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01144757,0.0001238246,0.0001681978,0.0007703045,0.0002483711,0.0001862833,0.0007833095,0.00009476879,0.00006401739],"category_scores_gemma":[0.004007922,0.0001126523,0.00003998238,0.005353988,0.0002247901,0.0008277801,0.0001226076,0.0004057976,0.00007417284],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001066071,"about_ca_system_score_gemma":0.006115662,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03432638,"about_ca_topic_score_gemma":0.07495127,"domain_scores_codex":[0.9978197,0.0004629041,0.0003348786,0.0003772254,0.000640424,0.0003648881],"domain_scores_gemma":[0.9988488,0.0004024327,0.00007065809,0.0002469638,0.0002326024,0.0001985242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001175773,0.0002987809,0.6243469,0.00002974836,0.000007986325,0.000003966628,0.2379482,0.00001475866,0.0004643887,0.003675849,0.006186402,0.1269054],"study_design_scores_gemma":[0.0002985957,0.00003741079,0.8747078,0.0003977294,0.00001519111,6.955675e-7,0.1119186,0.00003945979,0.0002059883,0.001697155,0.01040962,0.0002718114],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877999,0.0004317552,0.00002439623,0.002317681,0.001696073,0.0005361213,0.0000222116,0.00004703245,0.00712479],"genre_scores_gemma":[0.9935228,0.00008476613,0.0007767386,0.0001251474,0.0001998307,0.00001197884,0.00001354841,0.0000099345,0.005255294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2503609,"threshold_uncertainty_score":0.9995188,"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."}}