{"id":"W2909700005","doi":"10.37119/ojs2018.v24i2.406","title":"Collaboration: Finding our Way Within, Around, and Through","year":2018,"lang":"en","type":"article","venue":"in education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Curiosity; Sociology; Psychology; Engineering ethics; Social psychology; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003810052,0.00004862856,0.00005591578,0.0000523241,0.0002836171,0.0001042022,0.00006053412,0.00004884242,0.00003149582],"category_scores_gemma":[0.0003053457,0.00005076228,0.000006775544,0.0003982616,0.0001246154,0.0003606169,0.000007094801,0.00006343301,0.00005041662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001519983,"about_ca_system_score_gemma":0.0004954492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001494335,"about_ca_topic_score_gemma":0.009527986,"domain_scores_codex":[0.9994121,0.0001124718,0.0001110513,0.0001311799,0.0001148563,0.0001183001],"domain_scores_gemma":[0.9996733,0.00003357344,0.00005684994,0.00007078122,0.0001321474,0.00003335501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000002720389,0.00007296436,0.07846578,0.000004661653,0.000003034229,4.09399e-8,0.8782471,3.005635e-7,0.0000189646,0.02708129,0.01167758,0.004425566],"study_design_scores_gemma":[0.000061124,0.00001201703,0.03171842,0.00001795423,0.000003036518,2.869629e-7,0.8777285,0.000001927523,0.0000472185,0.004354021,0.08599069,0.00006475901],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8223933,0.0005788874,0.00002729876,0.151631,0.003444315,0.0001878931,4.939624e-7,0.00003842037,0.02169846],"genre_scores_gemma":[0.9944506,0.00006222383,0.0009797241,0.0007690896,0.001457957,0.00003145398,0.000002402331,0.000004117303,0.002242393],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1720574,"threshold_uncertainty_score":0.531684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1375442807662809,"score_gpt":0.4491565219847428,"score_spread":0.3116122412184619,"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."}}