{"id":"W2623809022","doi":"","title":"Gateways PLAR Research Project Initial Findings","year":2006,"lang":"en","type":"other","venue":"AUSpace (Athabasca University)","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.0178284,0.0007047853,0.0005780981,0.00355636,0.002976648,0.005196349,0.001980537,0.001029184,0.1233485],"category_scores_gemma":[0.02233734,0.0005191509,0.0004349072,0.002717071,0.0009664398,0.00189344,0.005068434,0.001634315,0.03317801],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005289878,"about_ca_system_score_gemma":0.02140154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03472068,"about_ca_topic_score_gemma":0.06264006,"domain_scores_codex":[0.9889312,0.002808167,0.0004544681,0.001029261,0.005609233,0.00116776],"domain_scores_gemma":[0.9821279,0.002052484,0.0006459359,0.001729749,0.009222111,0.004221824],"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":[0.0006617024,0.001932479,0.02634419,0.001679585,0.00002078482,0.0006770097,0.0241427,0.0001464182,0.001699521,0.01574836,0.6634963,0.2634509],"study_design_scores_gemma":[0.0002156751,0.0008175194,0.06808731,0.001884905,0.00003244886,0.0002754668,0.04813993,0.0001867465,0.001282421,0.002063902,0.8769789,0.00003488181],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07397629,0.0007030254,0.003380632,0.01639253,0.000855747,0.02374756,0.08029396,0.002056614,0.7985936],"genre_scores_gemma":[0.208172,0.002456519,0.0257952,0.01105134,0.0003260617,0.02478721,0.0822895,0.001433926,0.6436882],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1233485,"threshold_uncertainty_score":0.4126419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09346499593645309,"score_gpt":0.4157431422904435,"score_spread":0.3222781463539904,"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."}}