{"id":"W3030106381","doi":"10.15173/ijsap.v4i1.3895","title":"The invisible line: Students as partners or students as colleagues?","year":2020,"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":"Line (geometry); Psychology; Medical education; Mathematics education; Medicine; Geometry","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002698188,0.0002933179,0.0002884506,0.0001303411,0.002375958,0.003369232,0.004020561,0.0001162279,0.001378678],"category_scores_gemma":[0.002324385,0.0002162752,0.0002753443,0.0003785123,0.0002088362,0.000681271,0.0005200796,0.0005423626,0.001028799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005874808,"about_ca_system_score_gemma":0.0008607362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005568904,"about_ca_topic_score_gemma":0.0004012955,"domain_scores_codex":[0.9924283,0.0004342356,0.000829098,0.0004529073,0.005200721,0.0006547541],"domain_scores_gemma":[0.9968671,0.0007013083,0.0005989014,0.0002066904,0.0008718171,0.0007541605],"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":[0.003464627,0.002570232,0.2762536,0.00001798764,0.004937197,0.0004148378,0.07698711,0.0006522112,0.00005308579,0.02801212,0.5961681,0.01046886],"study_design_scores_gemma":[0.002551292,0.0005124881,0.007832276,0.00005590171,0.00009543281,0.00001951049,0.03259249,0.00001186575,0.00004447611,0.001150278,0.9548424,0.0002915406],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8857248,0.0002669726,0.0001412932,0.07395129,0.01298926,0.001565308,0.00003225913,0.0001164206,0.02521236],"genre_scores_gemma":[0.8977371,0.00302697,0.0001204634,0.009287075,0.002689037,0.0001789679,0.00002108802,0.00004768902,0.08689153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3586743,"threshold_uncertainty_score":0.999749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1491868115156987,"score_gpt":0.6226418985213119,"score_spread":0.4734550870056132,"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."}}