{"id":"W7132960126","doi":"","title":"An Exploration of Science Identity: A Case Study of a Science Centre Program for Middle School Youth","year":2025,"lang":"","type":"dissertation","venue":"TSpace","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Science education; Positive Youth Development; Futures contract; Field (mathematics); Identity (music); Developmental Science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.003527793,0.0003150305,0.0005409353,0.001238388,0.00303719,0.0005720939,0.001576144,0.0001659753,0.00005648633],"category_scores_gemma":[0.001194666,0.0003545786,0.0001437196,0.007418929,0.002778258,0.005693715,0.0002572084,0.000183971,0.000003602588],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004427102,"about_ca_system_score_gemma":0.008190913,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04057781,"about_ca_topic_score_gemma":0.07358143,"domain_scores_codex":[0.9949037,0.0001431402,0.0006151836,0.001074169,0.002591666,0.0006721839],"domain_scores_gemma":[0.9937918,0.00007679752,0.0008957266,0.000534599,0.004299828,0.0004012011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001915057,0.002106928,0.007953776,0.0003326257,0.00003787519,0.00002110649,0.982915,0.00002552346,0.0007723556,0.0007991045,0.00001595417,0.004828257],"study_design_scores_gemma":[0.0009901646,0.0007498914,0.001560042,0.0002807882,0.000334611,8.563478e-7,0.9931164,0.0003276473,0.002131293,0.0001624115,0.00002061505,0.0003252273],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913408,0.00005046097,0.0002199071,0.000037803,0.001445688,0.004918654,0.00003363519,0.00005383416,0.001899265],"genre_scores_gemma":[0.9964063,0.00002500164,0.001010599,0.000006060334,0.00005189431,0.00005412064,0.00005814621,0.000009271291,0.002378631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03300362,"threshold_uncertainty_score":0.9999356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1238290240334274,"score_gpt":0.4251045140842327,"score_spread":0.3012754900508053,"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."}}