{"id":"W3212570131","doi":"10.15173/ijsap.v5i2.4911","title":"The many manifestations of successful partnership","year":2021,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"General partnership; Political science; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001226641,0.00006175999,0.00007433814,0.00004668734,0.0009464071,0.0005144502,0.0006574802,0.00002910454,0.0004628621],"category_scores_gemma":[0.000747147,0.00004994933,0.0001161668,0.0001035803,0.0001061082,0.000238338,0.00005512689,0.000128136,0.00003109687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001357866,"about_ca_system_score_gemma":0.0004486549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001337441,"about_ca_topic_score_gemma":0.0004371209,"domain_scores_codex":[0.9981585,0.0001891013,0.0003065539,0.0001044218,0.00104876,0.0001927256],"domain_scores_gemma":[0.9980838,0.0005149218,0.0002326616,0.00009090106,0.0009685587,0.0001091753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001241237,0.0005593792,0.09620459,0.000006914284,0.0009405887,0.0001394426,0.02331351,0.000194368,0.00008029215,0.7627691,0.1016074,0.01406028],"study_design_scores_gemma":[0.0003841289,0.00002195632,0.01216089,0.00001720435,0.00002761551,0.00003008816,0.03020192,0.000004413518,0.00009823877,0.006752382,0.9502361,0.00006505595],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.733592,0.0005445998,0.001414041,0.07339482,0.01419293,0.0004441231,0.00002202092,0.00003669981,0.1763588],"genre_scores_gemma":[0.9522632,0.001080632,0.0002298694,0.0004033027,0.0005825867,0.00003090494,0.000008732268,0.000007807568,0.04539301],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8486287,"threshold_uncertainty_score":0.7279094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09977396613111911,"score_gpt":0.5777202821686375,"score_spread":0.4779463160375184,"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."}}