{"id":"W2763065178","doi":"10.15173/ijsap.v1i2.3070","title":"Emotion and Partnerships","year":2017,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University","keywords":"General partnership; Public relations; Psychology; Political science; Business; Sociology; Engineering ethics; Engineering; Law","routes":{"ca_aff":false,"ca_fund":true,"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"],"consensus_categories":[],"category_scores_codex":[0.001194754,0.00006207589,0.00006617814,0.00005553347,0.002006406,0.001703604,0.0006671668,0.00003627074,0.0002457606],"category_scores_gemma":[0.000694446,0.00005890446,0.00005508348,0.00001271704,0.0001182612,0.0006068565,0.00007417656,0.0001147942,0.00003986918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001137777,"about_ca_system_score_gemma":0.00009325855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001401783,"about_ca_topic_score_gemma":0.0001000601,"domain_scores_codex":[0.9988127,0.00006779395,0.0001553967,0.0001165125,0.0006815788,0.0001660009],"domain_scores_gemma":[0.9991705,0.00007583993,0.0002351232,0.0000957399,0.0002628658,0.00015989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002142109,0.0004440903,0.4171207,0.000006725882,0.0007048296,0.00004736842,0.03952637,0.00001792647,0.0000515149,0.3788887,0.07347308,0.0895045],"study_design_scores_gemma":[0.0006260775,0.00003350401,0.05280055,0.00001910738,0.00001759766,0.00001021034,0.008668061,0.000004793653,0.00001100751,0.005400723,0.9323248,0.00008355031],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8877251,0.00005493859,0.0004228666,0.04478747,0.009597966,0.0002491201,0.00000519575,0.00002441706,0.05713297],"genre_scores_gemma":[0.9756395,0.0004367686,0.0002202412,0.0003978868,0.001139232,0.00001549853,0.000002851408,0.000006627326,0.02214144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8588517,"threshold_uncertainty_score":0.9993327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2146377456008164,"score_gpt":0.6135230894865991,"score_spread":0.3988853438857827,"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."}}