{"id":"W4254063829","doi":"10.1007/978-1-4939-7131-2_100118","title":"Collaboration Analysis","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.002809152,0.001279151,0.0008784835,0.005981594,0.002142273,0.004933409,0.00200069,0.0009197587,0.07661914],"category_scores_gemma":[0.0112788,0.0004005002,0.001565626,0.005269741,0.0008818367,0.003854714,0.004015795,0.001593333,0.02485989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001373315,"about_ca_system_score_gemma":0.002581662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001938762,"about_ca_topic_score_gemma":0.00209579,"domain_scores_codex":[0.9954292,0.0009949141,0.0002564648,0.001077316,0.001858423,0.0003838158],"domain_scores_gemma":[0.9946172,0.001781565,0.0003293736,0.001319561,0.001680215,0.0002720827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000227714,0.0001443556,0.002241899,0.0004285175,0.00008570342,0.0001128955,0.001055343,0.002860067,0.003710532,0.1473124,0.09979369,0.7420269],"study_design_scores_gemma":[0.0000590364,0.0001469771,0.005990642,0.0005134763,0.0001306646,0.0007025224,0.002905124,0.05432504,0.02059004,0.2776587,0.6368631,0.0001146472],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01029294,0.001152337,0.7024314,0.001153968,0.0007730327,0.0009766379,0.006338447,0.009100975,0.2677802],"genre_scores_gemma":[0.1946699,0.001190238,0.5421223,0.000461699,0.0004773272,0.001511579,0.01533879,0.00368193,0.2405463],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9940184,"threshold_uncertainty_score":0.2563166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05496057196701334,"score_gpt":0.4072317802636509,"score_spread":0.3522712082966376,"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."}}