{"id":"W6908512496","doi":"10.26181/21980069","title":"Paramedic transition into an academic role in universities: A demographic and qualification survey of paramedic academics in Australia and New Zealand","year":2016,"lang":"en","type":"article","venue":"La Trobe University","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Normative; Survey instrument; Demographic profile; Professional development; Demographics; Postgraduate research; The Internet; Distance education","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001880101,0.0001846041,0.0003519571,0.001525438,0.0009509388,0.0008893479,0.0006185362,0.0006069712,0.002894171],"category_scores_gemma":[0.005254032,0.0004029115,0.0003406568,0.001546515,0.000581418,0.001315154,0.001477876,0.0008438741,0.0007675824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001397837,"about_ca_system_score_gemma":0.002318491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06804748,"about_ca_topic_score_gemma":0.08091737,"domain_scores_codex":[0.9985865,0.0002143576,0.0002074745,0.0001804533,0.0005197744,0.0002914847],"domain_scores_gemma":[0.9956637,0.0002721563,0.001778463,0.00008863337,0.0007633649,0.001433697],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002366113,0.00006616122,0.9918056,0.00004401643,0.00001056458,0.0001476633,0.0044187,0.00001683629,0.0003193689,0.00002471685,0.0004025997,0.002720155],"study_design_scores_gemma":[0.000001637903,0.00006411645,0.9937942,0.00002058942,0.000001466782,0.0001044942,0.005522165,0.00003150409,0.00001317784,0.000005762287,0.0004378452,0.000002986534],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983115,0.0001372898,0.00004710502,0.0003598758,0.000005614497,0.00005321393,0.0004036869,0.000002695469,0.0006790349],"genre_scores_gemma":[0.9985127,0.0002901339,0.0001428446,0.0002253849,0.000007660246,0.00009117391,0.0003115126,0.000002335459,0.0004162755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06804748,"threshold_uncertainty_score":0.1353028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01704279970151248,"score_gpt":0.2705435522969094,"score_spread":0.2535007525953968,"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."}}