{"id":"W4405236288","doi":"10.18357/jcs202421716","title":"Collaboration Among Early Childhood Professionals in Higher Education","year":2024,"lang":"en","type":"article","venue":"Journal of Childhood Studies","topic":"Innovative Education and Learning Practices","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Early childhood; Early childhood education; Psychology; Developmental psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01168863,0.0002908092,0.0005862427,0.002784326,0.003581329,0.007658902,0.0009065826,0.002562882,0.003328199],"category_scores_gemma":[0.02365274,0.0002839649,0.0005270452,0.003509542,0.002075786,0.005207631,0.007351653,0.002028134,0.0004961549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003882315,"about_ca_system_score_gemma":0.01694147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005755323,"about_ca_topic_score_gemma":0.01199893,"domain_scores_codex":[0.9773935,0.01539299,0.00143769,0.001162136,0.002999311,0.001614353],"domain_scores_gemma":[0.9662759,0.02098882,0.005005578,0.0006228632,0.003355748,0.003751114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001531079,0.000362763,0.03852789,0.02103715,0.0002374516,0.001957227,0.1656279,0.0002553664,0.0005883425,0.04340138,0.0118671,0.7159843],"study_design_scores_gemma":[0.00006115576,0.0004610663,0.06365981,0.06357881,0.000383197,0.004802309,0.2574258,0.0002585035,0.001288722,0.02356158,0.5844091,0.0001099829],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1691224,0.6901523,0.008536461,0.04110413,0.001730789,0.0002408008,0.0001182661,0.00005539772,0.08893939],"genre_scores_gemma":[0.7060797,0.2710162,0.008994826,0.007039308,0.000521766,0.0002308543,0.0001346534,0.00001945251,0.005963217],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01168863,"threshold_uncertainty_score":0.06181616,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.066436066094211,"score_gpt":0.4473991082180681,"score_spread":0.3809630421238571,"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."}}