{"id":"W4403430076","doi":"10.15173/ijsap.v8i2.5601","title":"Digital media interns","year":2024,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001199114,0.0004552217,0.000233109,0.0007888554,0.006181748,0.003146407,0.001028447,0.001119469,0.1404791],"category_scores_gemma":[0.003320603,0.0002883924,0.0005101505,0.0005644721,0.001048556,0.002262612,0.007474653,0.002959107,0.02399613],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002163032,"about_ca_system_score_gemma":0.004259537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00206841,"about_ca_topic_score_gemma":0.008791844,"domain_scores_codex":[0.9988074,0.0001884064,0.00005274017,0.0001822913,0.0003047854,0.0004643253],"domain_scores_gemma":[0.9937458,0.0002588922,0.0002716823,0.0001434059,0.0004261265,0.005154155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004332442,0.001764965,0.0555606,0.0005176479,0.00003475368,0.005706903,0.02223939,0.0001898206,0.003187659,0.0181225,0.5893828,0.3028597],"study_design_scores_gemma":[0.0000366943,0.000508623,0.01110157,0.0001918958,0.00001348014,0.003342645,0.01995134,0.0001628453,0.0006881681,0.001078358,0.9628962,0.0000283103],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3654762,0.004591119,0.00512646,0.06500658,0.01618526,0.001076991,0.00228836,0.001931797,0.5383173],"genre_scores_gemma":[0.2999007,0.002500592,0.003900827,0.02188856,0.0022531,0.0003126239,0.00104869,0.000389685,0.6678053],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1404791,"threshold_uncertainty_score":0.4699494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09482173550952981,"score_gpt":0.5955073475679362,"score_spread":0.5006856120584064,"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."}}