{"id":"W6983669525","doi":"","title":"Newcomers’ Motivation Profiles: A Review and Longitudinal Investigation","year":2024,"lang":"en","type":"other","venue":"Spectrum Research Repository (Concordia University)","topic":"Marine Biology and Environmental Chemistry","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Construct (python library); Relevance (law); Emotional exhaustion; Longitudinal study; Work (physics); Longitudinal data; Turnover; Predictive validity; Work motivation; Job performance","routes":{"ca_aff":false,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.005447223,0.000436072,0.001716785,0.00711282,0.000590169,0.002031645,0.0009745664,0.0008266502,0.001240191],"category_scores_gemma":[0.01109342,0.0005224929,0.001577865,0.009642104,0.0006011018,0.00156232,0.0008701415,0.0008649324,0.0002823009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001453344,"about_ca_system_score_gemma":0.004885651,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01907727,"about_ca_topic_score_gemma":0.02941661,"domain_scores_codex":[0.9981407,0.0003789379,0.0005058607,0.0003836414,0.0004996856,0.00009130732],"domain_scores_gemma":[0.9861498,0.008245771,0.002214063,0.0003196661,0.002716262,0.000354446],"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":[0.0004289131,0.0002820981,0.1322085,0.07577593,0.001942808,0.0004965088,0.005581137,0.0001751064,0.0004685332,0.001194683,0.004798219,0.7766476],"study_design_scores_gemma":[0.00006067201,0.0008567729,0.7362083,0.07789433,0.005372622,0.003928031,0.008152253,0.000346695,0.0006101174,0.0007420714,0.165592,0.0002360467],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04500526,0.9524276,0.0003515696,0.000353724,0.0001189474,0.0001076846,0.0005982448,0.00001082442,0.001026178],"genre_scores_gemma":[0.1072199,0.8896118,0.001037373,0.0002656708,0.0001481562,0.0002639782,0.001019316,0.00001210063,0.0004217907],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01907727,"threshold_uncertainty_score":0.03793246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02820793140513256,"score_gpt":0.2392086366015839,"score_spread":0.2110007051964514,"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."}}