{"id":"W3013120343","doi":"10.11575/prism/37588","title":"Collaboration Trials and Triumphs: University of Calgary","year":2010,"lang":"en","type":"article","venue":"PRISM (University of Calgary)","topic":"Publishing and Scholarly Communication","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Library science; 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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.06609656,0.0008737652,0.001456023,0.001559736,0.02048485,0.01997432,0.004679641,0.01330394,0.03311608],"category_scores_gemma":[0.08974491,0.001275368,0.0006217171,0.004835281,0.01616545,0.009035825,0.02995146,0.01691044,0.003206146],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03541332,"about_ca_system_score_gemma":0.1313227,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1771722,"about_ca_topic_score_gemma":0.4539047,"domain_scores_codex":[0.9514379,0.02539924,0.001427431,0.003298057,0.007392406,0.011045],"domain_scores_gemma":[0.8822201,0.03270566,0.004066528,0.005319029,0.01308114,0.06260745],"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":[0.0008760891,0.0002568814,0.00263043,0.0008146213,0.00008184608,0.0007737297,0.01332104,0.0003611704,0.0001978726,0.03957707,0.8012409,0.1398684],"study_design_scores_gemma":[0.001139728,0.0004793958,0.02244872,0.003428952,0.00006010926,0.000169595,0.03130458,0.0001801124,0.000329021,0.02502566,0.915334,0.0001001338],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01564705,0.08003907,0.001092456,0.8127317,0.01341791,0.0006518647,0.0006114566,0.0002087921,0.07559966],"genre_scores_gemma":[0.4329496,0.06111358,0.006116302,0.2880503,0.01331382,0.003723445,0.001285229,0.0006721228,0.1927755],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9800257,"threshold_uncertainty_score":0.352282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0278110791057903,"score_gpt":0.2137695188935807,"score_spread":0.1859584397877904,"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."}}